Batch Normalization aims to reduce internal covariate shift, and in doing so aims to accelerate the training of deep neural nets. It accomplishes this via a normalization step that fixes the means and variances of layer inputs. Batch Normalization also has a beneficial effect on the gradient flow through the network, by reducing the dependence of gradients on the scale of the parameters or of their initial values. This allows for use of much higher learning rates without the risk of divergence. Furthermore, batch normalization regularizes the model and reduces the need for Dropout.

We apply a batch normalization layer as follows for a minibatch $\mathcal{B}$:

$$ \mu_{\mathcal{B}} = \frac{1}{m}\sum^{m}_{i=1}x_{i} $$

$$ \sigma^{2}_{\mathcal{B}} = \frac{1}{m}\sum^{m}_{i=1}\left(x_{i}-\mu_{\mathcal{B}}\right)^{2} $$

$$ \hat{x}_{i} = \frac{x_{i} - \mu_{\mathcal{B}}}{\sqrt{\sigma^{2}_{\mathcal{B}}+\epsilon}} $$

$$ y_{i} = \gamma\hat{x}_{i} + \beta = \text{BN}_{\gamma, \beta}\left(x_{i}\right) $$

Where $\gamma$ and $\beta$ are learnable parameters.

Source: Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift

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2020-06-03
Rényi Generative Adversarial Networks
Himesh BhatiaWilliam PaulFady AlajajiBahman GharesifardPhilippe Burlina
2020-06-03
Interpretation of ResNet by Visualization of Preferred Stimulus in Receptive Fields
Genta KobayashiHayaru Shouno
2020-06-02
Bi-directional Exponential Angular Triplet Loss for RGB-Infrared Person Re-Identification
| Hanrong YeHong LiuFanyang MengXia Li
2020-06-01
Auxiliary Training: Towards Accurate and Robust Models
Linfeng Zhang Muzhou Yu Tong Chen Zuoqiang Shi Chenglong Bao Kaisheng Ma
2020-06-01
SP-NAS: Serial-to-Parallel Backbone Search for Object Detection
Chenhan Jiang Hang Xu Wei Zhang Xiaodan Liang Zhenguo Li
2020-06-01
DeepMark++: CenterNet-based Clothing Detection
Alexey SidnevAlexander KrapivinAlexey TrushkovEkaterina KrasikovaMaxim Kazakov
2020-06-01
Residual Squeeze-and-Excitation Network for Fast Image Deraining
Jun FuJianfeng XuKazuyuki TasakaZhibo Chen
2020-06-01
A2-LINK: Recognizing Disguised Faces via Active Learning and Adversarial Noise based Inter-Domain Knowledge
| Anshuman SuriMayank VatsaRicha Singh
2020-06-01
BWCNN: Blink to Word, a Real-Time Convolutional Neural Network Approach
Albara Ah RamliRex LiuRahul KrishnamoorthyVishal I BXiaoxiao WangIlias TagkopoulosXin Liu
2020-06-01
How Does Noise Help Robustness? Explanation and Exploration under the Neural SDE Framework
Xuanqing Liu Tesi Xiao Si Si Qin Cao Sanjiv Kumar Cho-Jui Hsieh
2020-06-01
MemNAS: Memory-Efficient Neural Architecture Search With Grow-Trim Learning
Peiye Liu Bo Wu Huadong Ma Mingoo Seok
2020-06-01
Distilling Image Dehazing With Heterogeneous Task Imitation
Ming Hong Yuan Xie Cuihua Li Yanyun Qu
2020-06-01
VOLDOR: Visual Odometry From Log-Logistic Dense Optical Flow Residuals
| Zhixiang Min Yiding Yang Enrique Dunn
2020-06-01
Low-Rank Compression of Neural Nets: Learning the Rank of Each Layer
Yerlan Idelbayev Miguel A. Carreira-Perpinan
2020-06-01
An End-to-End Edge Aggregation Network for Moving Object Segmentation
Prashant W. Patil Kuldeep M. Biradar Akshay Dudhane Subrahmanyam Murala
2020-06-01
A U-Net Based Discriminator for Generative Adversarial Networks
Edgar Schonfeld Bernt Schiele Anna Khoreva
2020-06-01
Online Knowledge Distillation via Collaborative Learning
Qiushan Guo Xinjiang Wang Yichao Wu Zhipeng Yu Ding Liang Xiaolin Hu Ping Luo
2020-06-01
SegGCN: Efficient 3D Point Cloud Segmentation With Fuzzy Spherical Kernel
Huan Lei Naveed Akhtar Ajmal Mian
2020-06-01
Interactive Object Segmentation With Inside-Outside Guidance
| Shiyin Zhang Jun Hao Liew Yunchao Wei Shikui Wei Yao Zhao
2020-06-01
Disparity-Aware Domain Adaptation in Stereo Image Restoration
Bo Yan Chenxi Ma Bahetiyaer Bare Weimin Tan Steven C. H. Hoi
2020-06-01
ADAHESSIAN: An Adaptive Second Order Optimizer for Machine Learning
| Zhewei YaoAmir GholamiSheng ShenKurt KeutzerMichael W. Mahoney
2020-06-01
Unpaired Portrait Drawing Generation via Asymmetric Cycle Mapping
Ran Yi Yong-Jin Liu Yu-Kun Lai Paul L. Rosin
2020-06-01
End-to-End Change Detection for High Resolution Drone Images with GAN Architecture
Yura ZharkovskyOvadya Menadeva
2020-05-31
Advanced Single Image Resolution Upsurging Using a Generative Adversarial Network
Md. Moshiur RahmanSamrat Kumar DeyKabid Hassan Shibly
2020-05-30
WaveSNet: Wavelet Integrated Deep Networks for Image Segmentation
Qiufu LiLinlin Shen
2020-05-29
Automatic Diagnosis of Pulmonary Embolism Using an Attention-guided Framework: A Large-scale Study
Luyao ShiDeepta RajanShafiq AbedinManikanta Srikar YellapragadaDavid BeymerEhsan Dehghan
2020-05-29
Knowledge-Driven Learning via Experts Consult for Thyroid Nodule Classification
Danilo AvolaLuigi CinqueAlessio FagioliSebastiano FilettiGiorgio GraniEmanuele Rodolà
2020-05-28
Brief Announcement: On the Limits of Parallelizing Convolutional Neural Networks on GPUs
Behnam PourghassemiChenghao ZhangJoo Hwan LeeAparna Chandramowlishwaran
2020-05-28
GSTO: Gated Scale-Transfer Operation for Multi-Scale Feature Learning in Pixel Labeling
| Zhuoying WangYongtao WangZhi TangYangyan LiYing ChenHaibin LingWeisi Lin
2020-05-27
Poly-YOLO: higher speed, more precise detection and instance segmentation for YOLOv3
Petr HurtikVojtech MolekJan HulaMarek VajglPavel VlasanekTomas Nejezchleba
2020-05-27
Towards the Infeasibility of Membership Inference on Deep Models
Shahbaz RezaeiXin Liu
2020-05-27
Network Fusion for Content Creation with Conditional INNs
Robin RombachPatrick EsserBjörn Ommer
2020-05-27
CLOCS: Contrastive Learning of Cardiac Signals
Dani KiyassehTingting ZhuDavid A. Clifton
2020-05-27
Identification of Crystal Symmetry from Noisy Diffraction Patterns by A Shape Analysis and Deep Learning
| Leslie Ching Ow TiongJeongrae KimSang Soo HanDonghun Kim
2020-05-26
Perceptual Extreme Super Resolution Network with Receptive Field Block
Taizhang ShangQiuju DaiShengchen ZhuTong YangYandong Guo
2020-05-26
Optimization-driven Deep Reinforcement Learning for Robust Beamforming in IRS-assisted Wireless Communications
Jiaye LinYuze ZouXiaoru DongShimin GongDinh Thai HoangDusit Niyato
2020-05-25
Egocentric Human Segmentation for Mixed Reality
Andrija GajicEster Gonzalez-SosaDiego Gonzalez-MorinMarcos Escudero-ViñoloAlvaro Villegas
2020-05-25
Identity-Preserving Realistic Talking Face Generation
Sanjana SinhaSandika BiswasBrojeshwar Bhowmick
2020-05-25
Coronavirus: Comparing COVID-19, SARS and MERS in the eyes of AI
Anas TahirYazan QiblaweyAmith KhandakarTawsifur RahmanUzair KhurshidFarayi MusharavatiM. T. IslamSerkan KiranyazMuhammad E. H. Chowdhury
2020-05-23
TASO: Time and Space Optimization for Memory-Constrained DNN Inference
Yuan WenAndrew AndersonValentin RaduMichael F. P. O'BoyleDavid Gregg
2020-05-21
Reducing Overlearning through Disentangled Representations by Suppressing Unknown Tasks
Naveen PanwarTarun TaterAnush SankaranSenthil Mani
2020-05-20
Classification of Industrial Control Systems screenshots using Transfer Learning
Pablo Blanco MedinaEduardo Fidalgo FernandezEnrique AlegreFrancisco Jáñez MartinoRoberto A. Vasco-CarofilisVíctor Fidalgo Villar
2020-05-20
Investigation of learning abilities on linguistic features in sequence-to-sequence text-to-speech synthesis
Yusuke YasudaXin WangJunichi Yamagishi
2020-05-20
Deep Learning based Diagnosis of COVID-19 usingChest CT-scan Images
| Talha AnwarSeemab Zakir
2020-05-20
Map Generation from Large Scale Incomplete and Inaccurate Data Labels
Rui ZhangConrad AlbrechtWei ZhangXiaodong CuiUlrich FinklerDavid KungSiyuan Lu
2020-05-20
Synthesizing Unrestricted False Positive Adversarial Objects Using Generative Models
Martin KotuliakSandro E. SchoenbornAndrei Dan
2020-05-19
Experience Augmentation: Boosting and Accelerating Off-Policy Multi-Agent Reinforcement Learning
Zhenhui YeYining ChenGuanghua SongBowei YangShen Fan
2020-05-19
Medical Image Generation using Generative Adversarial Networks
Nripendra Kumar SinghKhalid Raza
2020-05-19
Joint Multi-Dimension Pruning
Zechun LiuXiangyu ZhangZhiqiang ShenZhe LiYichen WeiKwang-Ting ChengJian Sun
2020-05-18
Bayesian convolutional neural network based MRI brain extraction on nonhuman primates
Gengyan ZhaoFang LiuJonathan A. OlerMary E. MeyerandNed H. KalinRasmus M. Birn
2020-05-18
Cross-filter compression for CNN inference acceleration
Fuyuan LyuShien ZhuWeichen Liu
2020-05-18
ResMoNet: A Residual Mobile-based Network for Facial Emotion Recognition in Resource-Limited Systems
Rodolfo Ferro-PérezHugo Mitre-Hernandez
2020-05-15
Finet: Using Fine-grained Batch Normalization to Train Light-weight Neural Networks
Chunjie LuoJianfeng ZhanLei WangWanling Gao
2020-05-14
Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors
Michael W. DusenberryGhassen JerfelYeming WenYi-an MaJasper SnoekKatherine HellerBalaji LakshminarayananDustin Tran
2020-05-14
Robust Visual Object Tracking with Two-Stream Residual Convolutional Networks
Ning ZhangJingen LiuKe WangDan ZengTao Mei
2020-05-13
Context Learning for Bone Shadow Exclusion in CheXNet Accuracy Improvement
Minh-Chuong HuynhTrung-Hieu NguyenMinh-Triet Tran
2020-05-13
Very High Resolution Land Cover Mapping of Urban Areas at Global Scale with Convolutional Neural Networks
Thomas TilakArnaud BraunDavid ChandlerNicolas DavidSylvain GalopinAmélie LombardMichaël MichaudCamille PariselMatthieu PorteMarjorie Robert
2020-05-12
Discriminative Multi-modality Speech Recognition
| Bo XuCheng LuYandong GuoJacob Wang
2020-05-12
Multi-Channel Transfer Learning of Chest X-ray Images for Screening of COVID-19
Sampa MisraSeungwan JeonSeiyon LeeRavi ManaguliChulhong Kim
2020-05-12
Train and Deploy an Image Classifier for Disaster Response
Jianyu MaoKiana HarrisNae-Rong ChangCaleb PennellYiming Ren
2020-05-12
Apple Defect Detection Using Deep Learning Based Object Detection For Better Post Harvest Handling
Paolo Valdez
2020-05-12
Flowtron: an Autoregressive Flow-based Generative Network for Text-to-Speech Synthesis
| Rafael ValleKevin ShihRyan PrengerBryan Catanzaro
2020-05-12
Fundus2Angio: A Novel Conditional GAN Architecture for Generating Fluorescein Angiography Images from Retinal Fundus Photography
Sharif Amit KamranKhondker Fariha HossainAlireza TavakkoliStewart Lee Zuckerbrod
2020-05-11
End-To-End Speech Synthesis Applied to Brazilian Portuguese
| Edresson CasanovaArnaldo Candido JuniorChristopher ShulbyFrederico Santos de OliveiraJoão Paulo TeixeiraMoacir Antonelli PontiSandra Maria Aluisio
2020-05-11
deepSELF: An Open Source Deep Self End-to-End Learning Framework
Tomoya KoikeKun QianBjörn W. SchullerYoshiharu Yamamoto
2020-05-11
Learning to Detect 3D Objects from Point Clouds in Real Time
Abhinav Sagar
2020-05-09
Data-Free Network Quantization With Adversarial Knowledge Distillation
Yoojin ChoiJihwan ChoiMostafa El-KhamyJungwon Lee
2020-05-08
Scene Text Image Super-Resolution in the Wild
| Wenjia WangEnze XieXuebo LiuWenhai WangDing LiangChunhua ShenXiang Bai
2020-05-07
DMCP: Differentiable Markov Channel Pruning for Neural Networks
| Shaopeng GuoYujie WangQuanquan LiJunjie Yan
2020-05-07
Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices
Chunjie LuoXiwen HeJianfeng ZhanLei WangWanling GaoJiahui Dai
2020-05-07
Wavelet Integrated CNNs for Noise-Robust Image Classification
Qiufu LiLinlin ShenSheng GuoZhihui Lai
2020-05-07
AutoSpeech: Neural Architecture Search for Speaker Recognition
| Shaojin DingTianlong ChenXinyu GongWeiwei ZhaZhangyang Wang
2020-05-07
Synthetic Image Augmentation for Damage Region Segmentation using Conditional GAN with Structure Edge
Takato YasunoMichihiro NakajimaTomoharu SekiguchiKazuhiro NodaKiyoshi AoyanagiSakura Kato
2020-05-07
Seismic Shot Gather Noise Localization Using a Multi-Scale Feature-Fusion-Based Neural Network
Antonio José G. BussonSérgio ColcherRuy Luiz MilidiúBruno Pereira DiasAndré Bulcão
2020-05-07
Scale-Equalizing Pyramid Convolution for Object Detection
| Xinjiang WangShilong ZhangZhuoran YuLitong FengWayne Zhang
2020-05-06
Diagnosing the Environment Bias in Vision-and-Language Navigation
| Yubo ZhangHao TanMohit Bansal
2020-05-06
DeepHist: Differentiable Joint and Color Histogram Layers for Image-to-Image Translation
Mor Avi-AharonAssaf ArbelleTammy Riklin Raviv
2020-05-06
Time Dependence in Non-Autonomous Neural ODEs
Jared Quincy DavisKrzysztof ChoromanskiJake VarleyHonglak LeeJean-Jacques SlotineValerii LikhosterovAdrian WellerAmeesh MakadiaVikas Sindhwani
2020-05-05
Automatic Plant Image Identification of Vietnamese species using Deep Learning Models
Nguyen Van HieuNgo Le Huy Hien
2020-05-05
Adaptive Low-Rank Factorization to regularize shallow and deep neural networks
Mohammad Mahdi BejaniMehdi Ghatee
2020-05-05
Mimicry: Towards the Reproducibility of GAN Research
| Kwot Sin LeeChristopher Town
2020-05-05
Data Augmentation via Mixed Class Interpolation using Cycle-Consistent Generative Adversarial Networks Applied to Cross-Domain Imagery
Hiroshi SasakiChris G. WillcocksToby P. Breckon
2020-05-05
StereoGAN: Bridging Synthetic-to-Real Domain Gap by Joint Optimization of Domain Translation and Stereo Matching
Rui LiuChengxi YangWenxiu SunXiaogang WangHongsheng Li
2020-05-05
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation
| Nitin RathiGopalakrishnan SrinivasanPriyadarshini PandaKaushik Roy
2020-05-04
Automated eye disease classification method from anterior eye image using anatomical structure focused image classification technique
Masahiro OdaTakefumi YamaguchiHideki FukuokaYuta UenoKensaku Mori
2020-05-04
Explaining How Deep Neural Networks Forget by Deep Visualization
| Giang NguyenShuan ChenTae Joon JunDaeyoung Kim
2020-05-03
IsoBN: Fine-Tuning BERT with Isotropic Batch Normalization
| Wenxuan ZhouBill Yuchen LinXiang Ren
2020-05-02
FU-net: Multi-class Image Segmentation Using Feedback Weighted U-net
| Mina JafariRuizhe LiYue XingDorothee AuerSusan FrancisJonathan GaribaldiXin Chen
2020-04-28
DRU-net: An Efficient Deep Convolutional Neural Network for Medical Image Segmentation
Mina JafariDorothee AuerSusan FrancisJonathan GaribaldiXin Chen
2020-04-28
Identification of Cervical Pathology using Adversarial Neural Networks
Abhilash NandyRachana SathishDebdoot Sheet
2020-04-28
AI Augmentation of Radiologist Performance in Distinguishing COVID-19 from Pneumonia of Other Etiology on Chest CT
| Harrison X. BaiRobin WangZeng XiongBen HsiehKen ChangKasey HalseyThi My Linh TranJi Whae ChoiDong-Cui WangLin-Bo ShiJi MeiXiao-Long JiangIan PanQiu-Hua ZengPing-Feng HuYi-Hui LiFei-Xian FuRaymond Y. HuangRonnie SebroQi-Zhi YuMichael K. AtalayWei-Hua Liao
2020-04-27
A scoping review of transfer learning research on medical image analysis using ImageNet
Mohammad Amin MoridAlireza BorjaliGuilherme Del Fiol
2020-04-27
CascadeTabNet: An approach for end to end table detection and structure recognition from image-based documents
| Devashish PrasadAyan GadpalKshitij KapadniManish VisaveKavita Sultanpure
2020-04-27
In-Vehicle Object Detection in the Wild for Driverless Vehicles
Ranjith DinakaranLi ZhangRichard Jiang
2020-04-27
Differentiable Adaptive Computation Time for Visual Reasoning
| Cristobal EyzaguirreAlvaro Soto
2020-04-27
Hyperspectral Images Classification Based on Multi-scale Residual Network
| Xiangdong ZhangTengjun WangYun Yang
2020-04-26
On the safety of vulnerable road users by cyclist orientation detection using Deep Learning
Marichelo Garcia-VenegasDiego A. Mercado-RavellCarlos A. Carballo-Monsivais
2020-04-25
Offline Signature Verification on Real-World Documents
| Deniz EnginAlperen KantarcıSeçil ArslanHazım Kemal Ekenel
2020-04-25
PBCS : Efficient Exploration and Exploitation Using a Synergy between Reinforcement Learning and Motion Planning
Guillaume MatheronNicolas PerrinOlivier Sigaud
2020-04-24
Ultra Fast Structure-aware Deep Lane Detection
| Zequn QinHuanyu WangXi Li
2020-04-24
Supervised Contrastive Learning
| Prannay KhoslaPiotr TeterwakChen WangAaron SarnaYonglong TianPhillip IsolaAaron MaschinotCe LiuDilip Krishnan
2020-04-23
Depth-Wise Neural Architecture Search
| Artur JordaoFernando AkioMaiko LieWilliam Robson Schwartz
2020-04-23
YOLOv4: Optimal Speed and Accuracy of Object Detection
| Alexey BochkovskiyChien-Yao WangHong-Yuan Mark Liao
2020-04-23
Automated diagnosis of COVID-19 with limited posteroanterior chest X-ray images using fine-tuned deep neural networks
Narinder Singh PunnSonali Agarwal
2020-04-23
ByteSing: A Chinese Singing Voice Synthesis System Using Duration Allocated Encoder-Decoder Acoustic Models and WaveRNN Vocoders
Yu GuXiang YinYonghui RaoYuan WanBenlai TangYang ZhangJitong ChenYuxuan WangZejun Ma
2020-04-23
DyNet: Dynamic Convolution for Accelerating Convolutional Neural Networks
Yikang ZhangJian ZhangQiang WangZhao Zhong
2020-04-22
Automatic Detection of Coronavirus Disease (COVID-19) in X-ray and CT Images: A Machine Learning-Based Approach
Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassasniMichal J. WesolowskiKevin A. SchneiderRalph Deters
2020-04-22
Yoga-82: A New Dataset for Fine-grained Classification of Human Poses
Manisha VermaSudhakar KumawatYuta NakashimaShanmuganathan Raman
2020-04-22
Automatic Polyp Segmentation Using Convolutional Neural Networks
Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassaniMichal J. WesolowskiKevin A. SchneiderRalph Deters
2020-04-22
A Cycle GAN Approach for Heterogeneous Domain Adaptation in Land Use Classification
Claire VoreiterJean-Christophe BurnelPierre LassalleMarc SpigaiRomain HuguesNicolas Courty
2020-04-22
A Data and Compute Efficient Design for Limited-Resources Deep Learning
Mirgahney MohamedGabriele CesaTaco S. CohenMax Welling
2020-04-21
Spatio-spectral deep learning methods for in-vivo hyperspectral laryngeal cancer detection
Marcel BengsStephan WestermannNils GessertDennis EggertAndreas O. H. GerstnerNina A. MuellerChristian BetzWiebke LaffersAlexander Schlaefer
2020-04-21
Automated Detection of Rest Disruptions in Critically Ill Patients
Vasundhra IyengarAzra BihoracParisa Rashidi
2020-04-21
LSQ+: Improving low-bit quantization through learnable offsets and better initialization
| Yash BhalgatJinwon LeeMarkus NagelTijmen BlankevoortNojun Kwak
2020-04-20
Deep-COVID: Predicting COVID-19 From Chest X-Ray Images Using Deep Transfer Learning
| Shervin MinaeeRahele KafiehMilan SonkaShakib YazdaniGhazaleh Jamalipour Soufi
2020-04-20
ResNeSt: Split-Attention Networks
| Hang ZhangChongruo WuZhongyue ZhangYi ZhuZhi ZhangHaibin LinYue SunTong HeJonas MuellerR. ManmathaMu LiAlexander Smola
2020-04-19
BReG-NeXt: Facial Affect Computing Using Adaptive Residual Networks With Bounded Gradient
| Behzad HasaniPooran Singh NegiMohammad H. Mahoor
2020-04-18
DriftNet: Aggressive Driving Behavior Classification using 3D EfficientNet Architecture
Alam NoorBilel BenjdiraAdel AmmarAnis Koubaa
2020-04-18
Identifying Semantically Duplicate Questions Using Data Science Approach: A Quora Case Study
Navedanjum AnsariRajesh Sharma
2020-04-18
LiteDenseNet: A Lightweight Network for Hyperspectral Image Classification
Rui LiChenxi Duan
2020-04-17
Continual Learning with Extended Kronecker-factored Approximate Curvature
Janghyeon LeeHyeong Gwon HongDonggyu JooJunmo Kim
2020-04-16
Video Face Manipulation Detection Through Ensemble of CNNs
| Nicolò BonettiniEdoardo Daniele CannasSara MandelliLuca BondiPaolo BestaginiStefano Tubaro
2020-04-16
An Evaluation of DNN Architectures for Page Segmentation of Historical Newspapers
| Bernhard LieblManuel Burghardt
2020-04-15
ESResNet: Environmental Sound Classification Based on Visual Domain Models
| Andrey GuzhovFederico RaueJörn HeesAndreas Dengel
2020-04-15
Effect of Input Noise Dimension in GANs
Manisha PadalaDebojit DasSujit Gujar
2020-04-15
Res-CR-Net, a residual network with a novel architecture optimized for the semantic segmentation of microscopy images
| Hassan AbdallahAsiri LiyanaarachchiMaranda SaighSamantha SilversSuzan ArslanturkDouglas J. TaatjesLars LarssonBhanu P. JenaDomenico L. Gatti
2020-04-14
Towards Robust Classification with Image Quality Assessment
Yeli FengYiyu Cai
2020-04-14
WQT and DG-YOLO: towards domain generalization in underwater object detection
Hong LiuPinhao SongRunwei Ding
2020-04-14
Transfer Learning with Deep Convolutional Neural Network (CNN) for Pneumonia Detection using Chest X-ray
Tawsifur RahmanMuhammad E. H. ChowdhuryAmith KhandakarKhandaker R. IslamKhandaker F. IslamZaid B. MahbubMuhammad A. KadirSaad Kashem
2020-04-14
Dynamic R-CNN: Towards High Quality Object Detection via Dynamic Training
| Hongkai ZhangHong ChangBingpeng MaNaiyan WangXilin Chen
2020-04-13
k-decay: A New Method For Learning Rate Schedule
Tao ZhangWei Li
2020-04-13
Multilevel Minimization for Deep Residual Networks
Lisa Gaedke-MerzhäuserAlena KopaničákováRolf Krause
2020-04-13
Towards an Effective and Efficient Deep Learning Model for COVID-19 Patterns Detection in X-ray Images
| Eduardo LuzPedro Lopes SilvaRodrigo SilvaLudmila SilvaGladston MoreiraDavid Menotti
2020-04-12
Deep learning-based topological optimization for representing a user-specified design area
Keigo NakamuraYoshiro Suzuki
2020-04-11
From Quantized DNNs to Quantizable DNNs
Kunyuan DuYa ZhangHaibing Guan
2020-04-11
Detection of Covid-19 From Chest X-ray Images Using Artificial Intelligence: An Early Review
Muhammad IlyasHina RehmanAmine Nait-ali
2020-04-11
Deep Residual Correction Network for Partial Domain Adaptation
Shuang LiChi Harold LiuQiuxia LinQi WenLimin SuGao HuangZhengming Ding
2020-04-10
Improved Residual Networks for Image and Video Recognition
| Ionut Cosmin DutaLi LiuFan ZhuLing Shao
2020-04-10
Instance-aware, Context-focused, and Memory-efficient Weakly Supervised Object Detection
| Zhongzheng RenZhiding YuXiaodong YangMing-Yu LiuYong Jae LeeAlexander G. SchwingJan Kautz
2020-04-09
Analysis on DeepLabV3+ Performance for Automatic Steel Defects Detection
Zheng NieJiachen XuShengchang Zhang
2020-04-09
A Deep Learning Approach for Determining Effects of Tuta Absoluta in Tomato Plants
Denis P. RubangaLoyani K. LoyaniMgaya RichardSawahiko Shimada
2020-04-08
Improved YOLOv3 Object Classification in Intelligent Transportation System
Yang ZhangChanghui HuXiaobo Lu
2020-04-08
Channel Attention Residual U-Net for Retinal Vessel Segmentation
Changlu GuoMárton SzemenyeiYugen YiWei Zhou
2020-04-07
Orthant Based Proximal Stochastic Gradient Method for $\ell_1$-Regularized Optimization
| Tianyi ChenTianyu DingBo JiGuanyi WangJing TianYixin ShiSheng YiXiao TuZhihui Zhu
2020-04-07
Within the Lack of COVID-19 Benchmark Dataset: A Novel GAN with Deep Transfer Learning for Corona-virus Detection in Chest X-ray Images
Mohamed LoeyFlorentin SmarandacheNour Eldeen M. Khalifa
2020-04-07
Super-resolution of clinical CT volumes with modified CycleGAN using micro CT volumes
Tong ZHENGHirohisa ODATakayasu MORIYATakaaki SUGINOShota NAKAMURAMasahiro ODAMasaki MORIHirotsugu TAKABATAKEHiroshi NATORIKensaku MORI
2020-04-07
Iconify: Converting Photographs into Icons
Takuro KaramatsuGibran Benitez-GarciaKeiji YanaiSeiichi Uchida
2020-04-07
Evolving Normalization-Activation Layers
| Hanxiao LiuAndrew BrockKaren SimonyanQuoc V. Le
2020-04-06
A Learning Framework for n-bit Quantized Neural Networks toward FPGAs
Jun ChenLiang LiuYong LiuXianfang Zeng
2020-04-06
GANSpace: Discovering Interpretable GAN Controls
| Erik HärkönenAaron HertzmannJaakko LehtinenSylvain Paris
2020-04-06
CondenseUNet: A Memory-Efficient Condensely-Connected Architecture for Bi-ventricular Blood Pool and Myocardium Segmentation
S. M. Kamrul HasanCristian A. Linte
2020-04-05
Feature Quantization Improves GAN Training
| Yang ZhaoChunyuan LiPing YuJianfeng GaoChangyou Chen
2020-04-05
Arbitrary Scale Super-Resolution for Brain MRI Images
Chuan TanJin ZhuPietro Lio'
2020-04-05
Model-based actor-critic: GAN + DRL (actor-critic) => AGI
Aras Dargazany
2020-04-04
ObjectNet Dataset: Reanalysis and Correction
| Ali Borji
2020-04-04
Neural Architecture Search for Lightweight Non-Local Networks
| Yingwei LiXiaojie JinJieru MeiXiaochen LianLinjie YangCihang XieQihang YuYuyin ZhouSong BaiAlan Yuille
2020-04-04
Pixel Consensus Voting for Panoptic Segmentation
Haochen WangRuotian LuoMichael MaireGreg Shakhnarovich
2020-04-04
Gradient Centralization: A New Optimization Technique for Deep Neural Networks
| Hongwei YongJianqiang HuangXiansheng HuaLei Zhang
2020-04-03
Context Prior for Scene Segmentation
| Changqian YuJingbo WangChangxin GaoGang YuChunhua ShenNong Sang
2020-04-03
Google Landmarks Dataset v2 -- A Large-Scale Benchmark for Instance-Level Recognition and Retrieval
| Tobias WeyandAndre AraujoBingyi CaoJack Sim
2020-04-03
Knowing What, Where and When to Look: Efficient Video Action Modeling with Attention
Juan-Manuel Perez-RuaBrais MartinezXiatian ZhuAntoine ToisoulVictor EscorciaTao Xiang
2020-04-02
Effect of Annotation Errors on Drone Detection with YOLOv3
| Aybora KoksalKutalmis Gokalp InceA. Aydin Alatan
2020-04-02
NBDT: Neural-Backed Decision Trees
| Alvin WanLisa DunlapDaniel HoJihan YinScott LeeHenry JinSuzanne PetrykSarah Adel BargalJoseph E. Gonzalez
2020-04-01
Manifold-Aware CycleGAN for High Resolution Structural-to-DTI Synthesis
Benoit Anctil-RobitailleChristian DesrosiersHerve Lombaert
2020-04-01
Learning Cross-domain Semantic-Visual Relation for Transductive Zero-Shot Learning
Jianyang ZhangFengmao LvGuowu YangLei FengYufeng YuLixin Duan
2020-03-31
Attention-based Assisted Excitation for Salient Object Detection
Saeed MasoudniaMelika KheiriehAbdol-Hossein VahabieBabak Nadjar Araabi
2020-03-31
SPARE3D: A Dataset for SPAtial REasoning on Three-View Line Drawings
| Wenyu HanSiyuan XiangChenhui LiuRuoyu WangChen Feng
2020-03-31
Towards Lifelong Self-Supervision For Unpaired Image-to-Image Translation
| Victor SchmidtMakesh Narsimhan SreedharMostafa ElArabyIrina Rish
2020-03-31
Unsupervised Model Personalization while Preserving Privacy and Scalability: An Open Problem
| Matthias De LangeXu JiaSarah ParisotAles LeonardisGregory SlabaughTinne Tuytelaars
2020-03-30
Physical Model Guided Deep Image Deraining
Honghe ZhuCong WangYajie ZhangZhixun SuGuohui Zhao
2020-03-30
Designing Network Design Spaces
| Ilija RadosavovicRaj Prateek KosarajuRoss GirshickKaiming HePiotr Dollár
2020-03-30
TResNet: High Performance GPU-Dedicated Architecture
| Tal RidnikHussam LawenAsaf NoyItamar FriedmanEmanuel Ben BaruchGilad Sharir
2020-03-30
How Not to Give a FLOP: Combining Regularization and Pruning for Efficient Inference
| Tai VuEmily WenRoy Nehoran
2020-03-30
Weakly-supervised land classification for coastal zone based on deep convolutional neural networks by incorporating dual-polarimetric characteristics into training dataset
Sheng SunArmando MarinoWenze ShuiZhongwen Hu
2020-03-30
High-Order Residual Network for Light Field Super-Resolution
| Nan MengXiaofei WuJianzhuang LiuEdmund Y. Lam
2020-03-29
Defect segmentation: Mapping tunnel lining internal defects with ground penetrating radar data using a convolutional neural network
Senlin YangZhengfang WangJing WangAnthony G. CohnJiaqi ZhangPeng JiangPeng JiangQingmei Sui
2020-03-29
Unsupervised Deep Learning for MR Angiography with Flexible Temporal Resolution
Eunju ChaHyungjin ChungEung Yeop KimJong Chul Ye
2020-03-29
Obstacle Avoidance and Navigation Utilizing Reinforcement Learning with Reward Shaping
Daniel ZhangColleen P. Bailey
2020-03-28
Algorithm-Based Fault Tolerance for Convolutional Neural Networks
Kai ZhaoSheng DiSihuan LiXin LiangYujia ZhaiJieyang ChenKaiming OuyangFranck CappelloZizhong Chen
2020-03-27
Augmenting Colonoscopy using Extended and Directional CycleGAN for Lossy Image Translation
Shawn MathewSaad NadeemSruti KumariArie Kaufman
2020-03-27
Deep CG2Real: Synthetic-to-Real Translation via Image Disentanglement
Sai BiKalyan SunkavalliFederico PerazziEli ShechtmanVladimir KimRavi Ramamoorthi
2020-03-27
Memory Enhanced Global-Local Aggregation for Video Object Detection
| Yihong ChenYue CaoHan HuLiwei Wang
2020-03-26
Milking CowMask for Semi-Supervised Image Classification
| Geoff FrenchAvital OliverTim Salimans
2020-03-26
Hit-Detector: Hierarchical Trinity Architecture Search for Object Detection
| Jianyuan GuoKai HanYunhe WangChao ZhangZhaohui YangHan WuXinghao ChenChang Xu
2020-03-26
Classification of the Chinese Handwritten Numbers with Supervised Projective Dictionary Pair Learning
Rasool AmeriSaideh FerdowsiAli AlameerVahid AbolghasemiKianoush Nazarpour
2020-03-26
Circumventing Outliers of AutoAugment with Knowledge Distillation
Longhui WeiAn XiaoLingxi XieXin ChenXiaopeng ZhangQi Tian
2020-03-25
Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network
Hao TungChao ZhengXinsheng MaoDahong Qian
2020-03-25
GreedyNAS: Towards Fast One-Shot NAS with Greedy Supernet
Shan YouTao HuangMingmin YangFei WangChen QianChangshui Zhang
2020-03-25
A New Multiple Max-pooling Integration Module and Cross Multiscale Deconvolution Network Based on Image Semantic Segmentation
Hongfeng YouShengwei TianLong YuXiang MaYan XingNing Xin
2020-03-25
DCDLearn: Multi-order Deep Cross-distance Learning for Vehicle Re-Identification
Rixing ZhuJianwu FangHongke XuHongkai YuJianru Xue
2020-03-25
Multi-Agent Reinforcement Learning for Problems with Combined Individual and Team Reward
Hassam Ullah SheikhLadislau Bölöni
2020-03-24
EPSNet: Efficient Panoptic Segmentation Network with Cross-layer Attention Fusion
Chia-Yuan ChangShuo-En ChangPei-Yung HsiaoLi-Chen Fu
2020-03-23
Multi-Plateau Ensemble for Endoscopic Artefact Segmentation and Detection
| Suyog JadhavUdbhav BambaArnav ChavanRishabh TiwariAryan Raj
2020-03-23
Meta Pseudo Labels
Hieu PhamQizhe XieZihang DaiQuoc V. Le
2020-03-23
Evolutionary Population Curriculum for Scaling Multi-Agent Reinforcement Learning
| Qian LongZihan ZhouAbhibav GuptaFei FangYi WuXiaolong Wang
2020-03-23
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations
Saima SharminNitin RathiPriyadarshini PandaKaushik Roy
2020-03-23
Dynamic ReLU
Yinpeng ChenXiyang DaiMengchen LiuDongdong ChenLu YuanZicheng Liu
2020-03-22
Accelerating Deep Reinforcement Learning With the Aid of a Partial Model: Power-Efficient Predictive Video Streaming
Dong LiuJianyu ZhaoChenyang YangLajos Hanzo
2020-03-21
DP-Net: Dynamic Programming Guided Deep Neural Network Compression
Dingcheng YangWenjian YuAo ZhouHaoyuan MuGary YaoXiaoyi Wang
2020-03-21
Temporally Coherent Embeddings for Self-Supervised Video Representation Learning
| Joshua KnightsBen HarwoodDaniel WardAnthony VanderkopOlivia Mackenzie-RossPeyman Moghadam
2020-03-21
Exemplar Normalization for Learning Deep Representation
Ruimao ZhangZhanglin PengLingyun WuZhen LiPing Luo
2020-03-19
Robust Deep Reinforcement Learning against Adversarial Perturbations on State Observations
| Huan ZhangHongge ChenChaowei XiaoBo LiMingyan LiuDuane BoningCho-Jui Hsieh
2020-03-19
A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses
Malik BoudiafJérôme RonyImtiaz Masud ZikoEric GrangerMarco PedersoliPablo PiantanidaIsmail Ben Ayed
2020-03-19
GAN Compression: Efficient Architectures for Interactive Conditional GANs
| Muyang LiJi LinYaoyao DingZhijian LiuJun-Yan ZhuSong Han
2020-03-19
Fixing the train-test resolution discrepancy: FixEfficientNet
| Hugo TouvronAndrea VedaldiMatthijs DouzeHervé Jégou
2020-03-18
STH: Spatio-Temporal Hybrid Convolution for Efficient Action Recognition
Xu LiJingwen WangLin MaKaihao ZhangFengzong LianZhanhui KangJinjun Wang
2020-03-18
Capsule GAN Using Capsule Network for Generator Architecture
Kanako MarusakiHiroshi Watanabe
2020-03-18
PowerNorm: Rethinking Batch Normalization in Transformers
| Sheng ShenZhewei YaoAmir GholamiMichael W. MahoneyKurt Keutzer
2020-03-17
Revisiting the Sibling Head in Object Detector
| Guanglu SongYu LiuXiaogang Wang
2020-03-17
Deep Active Learning for Remote Sensing Object Detection
Zhenshen QuJingda DuYong CaoQiuyu GuanPengbo Zhao
2020-03-17
Weak and Strong Gradient Directions: Explaining Memorization, Generalization, and Hardness of Examples at Scale
Piotr ZielinskiShankar KrishnanSatrajit Chatterjee
2020-03-16
Learning Enriched Features for Real Image Restoration and Enhancement
| Syed Waqas ZamirAditya AroraSalman KhanMunawar HayatFahad Shahbaz KhanMing-Hsuan YangLing Shao
2020-03-15
Deep Multi-Agent Reinforcement Learning for Decentralized Continuous Cooperative Control
Christian Schroeder de WittBei PengPierre-Alexandre KamiennyPhilip TorrWendelin BöhmerShimon Whiteson
2020-03-14
Identifying Individual Dogs in Social Media Images
Djordje BaticDubravko Culibrk
2020-03-14
What Information Does a ResNet Compress?
Luke Nicholas DarlowAmos Storkey
2020-03-13
Gimme Signals: Discriminative signal encoding for multimodal activity recognition
| Raphael MemmesheimerNick TheisenDietrich Paulus
2020-03-13
Encoder-Decoder Based Convolutional Neural Network with Multi-Scale-Aware Modules for Crowd Counting
| Pongpisit ThanasutivesKen-ichi FukuiMasayuki NumaoBoonserm Kijsirikul
2020-03-13
BigGAN-based Bayesian reconstruction of natural images from human brain activity
Kai QiaoJian ChenLinyuan WangChi ZhangLi TongBin Yan
2020-03-13
PointINS: Point-based Instance Segmentation
Lu QiXiangyu ZhangYingcong ChenYukang ChenJian SunJiaya Jia
2020-03-13
Edge-Tailored Perception: Fast Inferencing in-the-Edge with Efficient Model Distribution
Ramyad HadidiBahar AsgariJiashen CaoYounmin BaeHyojong KimMichael S. RyooHyesoon Kim
2020-03-13
Extended Batch Normalization
Chunjie LuoJianfeng ZhanLei WangWanling Gao
2020-03-12
Analyzing Visual Representations in Embodied Navigation Tasks
Erik WijmansJulian StraubDhruv BatraIrfan EssaJudy HoffmanAri Morcos
2020-03-12
HigherHRNet: Scale-Aware Representation Learning for Bottom-Up Human Pose Estimation
| Bowen ChengBin XiaoJingdong WangHouhui ShiThomos S. HuangLei Zhang
2020-03-12
Encoder-Decoder Based Convolutional Neural Networks with Multi-Scale-Aware Modules for Crowd Counting
| Pongpisit ThanasutivesKen-ichi FukuiMasayuki NumaoBoonserm Kijsirikul
2020-03-12
A Mean-field Analysis of Deep ResNet and Beyond: Towards Provable Optimization Via Overparameterization From Depth
Yiping LuChao MaYulong LuJianfeng LuLexing Ying
2020-03-11
Online Meta-Critic Learning for Off-Policy Actor-Critic Methods
Wei ZhouYiying LiYongxin YangHuaimin WangTimothy M. Hospedales
2020-03-11
Tidying Deep Saliency Prediction Architectures
| Navyasri ReddySamyak JainPradeep YarlagaddaVineet Gandhi
2020-03-10
Generative Multi-Stream Architecture For American Sign Language Recognition
Dom HuhSai GurrapuFrederick OlsonHuzefa RangwalaParth PathakJana Kosecka
2020-03-09
Improved Baselines with Momentum Contrastive Learning
| Xinlei ChenHaoqi FanRoss GirshickKaiming He
2020-03-09
Transformation-based Adversarial Video Prediction on Large-Scale Data
Pauline LucAidan ClarkSander DielemanDiego de Las CasasYotam DoronAlbin CassirerKaren Simonyan
2020-03-09
Implementation of Deep Neural Networks to Classify EEG Signals using Gramian Angular Summation Field for Epilepsy Diagnosis
K. Palani ThanarajB. ParvathavarthiniU. John TanikV. RajinikanthSeifedine KadryK. Kamalanand
2020-03-08
SalsaNext: Fast, Uncertainty-aware Semantic Segmentation of LiDAR Point Clouds for Autonomous Driving
| Tiago CortinhalGeorge TzelepisEren Erdal Aksoy
2020-03-07
TaskNorm: Rethinking Batch Normalization for Meta-Learning
| John BronskillJonathan GordonJames RequeimaSebastian NowozinRichard E. Turner
2020-03-06
Automated detection of corrosion in used nuclear fuel dry storage canisters using residual neural networks
Theodore PapamarkouHayley GuyBryce KroenckeJordan MillerPreston RobinetteDaniel SchultzJacob HinkleLaura PullumCatherine SchumanJeremy RenshawStylianos Chatzidakis
2020-03-06
Traffic Signs Detection and Recognition System using Deep Learning
Pavly Salah ZakiMarco Magdy WilliamBolis Karam SolimanKerolos Gamal AlexsanKeroles KhalilMagdy El-Moursy
2020-03-06
Plant Disease Detection from Images
Anjaneya Teja Sarma Kalvakolanu
2020-03-05
VESR-Net: The Winning Solution to Youku Video Enhancement and Super-Resolution Challenge
Jiale ChenXu TanChaowei ShanSen LiuZhibo Chen
2020-03-04
Dynamic Experience Replay
Jieliang LuoHui Li
2020-03-04
Gaussianization Flows
Chenlin MengYang SongJiaming SongStefano Ermon
2020-03-04
DeepSperm: A robust and real-time bull sperm-cell detection in densely populated semen videos
Priyanto HidayatullahXueting WangToshihiko YamasakiTati L. E. R. MengkoRinaldi MunirAnggraini BarlianEros SukmawatiSupraptono Supraptono
2020-03-03
Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection
Mao YeChengyue GongLizhen NieDenny ZhouAdam KlivansQiang Liu
2020-03-03
Batch Normalization Provably Avoids Rank Collapse for Randomly Initialised Deep Networks
Hadi DaneshmandJonas KohlerFrancis BachThomas HofmannAurelien Lucchi
2020-03-03
Reinforcement co-Learning of Deep and Spiking Neural Networks for Energy-Efficient Mapless Navigation with Neuromorphic Hardware
Guangzhi TangNeelesh KumarKonstantinos P. Michmizos
2020-03-02
Identity Recognition in Intelligent Cars with Behavioral Data and LSTM-ResNet Classifier
Michael HammannMaximilian KrausSina ShafaeiAlois Knoll
2020-03-02
Fast Predictive Uncertainty for Classification with Bayesian Deep Networks
Marius HobbhahnAgustinus KristiadiPhilipp Hennig
2020-03-02
A Deep learning Approach to Generate Contrast-Enhanced Computerised Tomography Angiography without the Use of Intravenous Contrast Agents
Anirudh ChandrashekarAshok HandaNatesh ShivakumarPierfrancesco LapollaVicente GrauRegent Lee
2020-03-02
LiDARNet: A Boundary-Aware Domain Adaptation Model for Lidar Point Cloud Semantic Segmentation
Peng JiangSrikanth Saripalli
2020-03-02
Soft-Root-Sign Activation Function
Yuan ZhouDandan LiShuwei HuoSun-Yuan Kung
2020-03-01
Channel Equilibrium Networks for Learning Deep Representation
| Wenqi ShaoShitao TangXingang PanPing TanXiaogang WangPing Luo
2020-02-29
Differentiating through the Fréchet Mean
| Aaron LouIsay KatsmanQingxuan JiangSerge BelongieSer-Nam LimChristopher De Sa
2020-02-29
Training BatchNorm and Only BatchNorm: On the Expressive Power of Random Features in CNNs
| Jonathan FrankleDavid J. SchwabAri S. Morcos
2020-02-29
Learned Threshold Pruning
Kambiz AzarianYash BhalgatJinwon LeeTijmen Blankevoort
2020-02-28
A U-Net Based Discriminator for Generative Adversarial Networks
| Edgar SchönfeldBernt SchieleAnna Khoreva
2020-02-28
Provable, Scalable and Automatic Perturbation Analysis on General Computational Graphs
| Kaidi XuZhouxing ShiHuan ZhangYihan WangKai-Wei ChangMinlie HuangBhavya KailkhuraXue LinCho-Jui Hsieh
2020-02-28
FMix: Enhancing Mixed Sample Data Augmentation
| Ethan HarrisAntonia MarcuMatthew PainterMahesan NiranjanAdam Prügel-BennettJonathon Hare
2020-02-27
RNNPool: Efficient Non-linear Pooling for RAM Constrained Inference
Oindrila SahaAditya KusupatiHarsha Vardhan SimhadriManik VarmaPrateek Jain
2020-02-27
Learning in the Frequency Domain
| Kai XuMinghai QinFei SunYuhao WangYen-Kuang ChenFengbo Ren
2020-02-27
Invariance vs. Robustness Trade-Off in Neural Networks
Sandesh KamathAmit DeshpandeK V Subrahmanyam
2020-02-26
Graphcore C2 Card performance for image-based deep learning application: A Report
Ilyes KacherMaxime PortazHicham RandrianarivoSylvain Peyronnet
2020-02-26
Layer-wise Conditioning Analysis in Exploring the Learning Dynamics of DNNs
Lei HuangJie QinLi LiuFan ZhuLing Shao
2020-02-25
Batch norm with entropic regularization turns deterministic autoencoders into generative models
Amur GhoseAbdullah RashwanPascal Poupart
2020-02-25
On Feature Normalization and Data Augmentation
| Boyi LiFelix WuSer-Nam LimSerge BelongieKilian Q. Weinberger
2020-02-25
Adversarial Perturbations Prevail in the Y-Channel of the YCbCr Color Space
Camilo PestanaNaveed AkhtarWei LiuDavid GlanceAjmal Mian
2020-02-25
Batch Normalization Biases Residual Blocks Towards the Identity Function in Deep Networks
Soham DeSamuel L. Smith
2020-02-24
LeafGAN: An Effective Data Augmentation Method for Practical Plant Disease Diagnosis
Quan Huu CapHiroyuki UgaSatoshi KagiwadaHitoshi Iyatomi
2020-02-24
Investigating the interaction between gradient-only line searches and different activation functions
D. KafkaDaniel. N. Wilke
2020-02-23
Gradual Channel Pruning while Training using Feature Relevance Scores for Convolutional Neural Networks
Sai Aparna AketiSourjya RoyAnand RaghunathanKaushik Roy
2020-02-23
DIHARD II is Still Hard: Experimental Results and Discussions from the DKU-LENOVO Team
Qingjian LinWeicheng CaiLin YangJunjie WangJun ZhangMing Li
2020-02-23
DotFAN: A Domain-transferred Face Augmentation Network for Pose and Illumination Invariant Face Recognition
Hao-Chiang ShaoKang-Yu LiuChia-Wen LinJiwen Lu
2020-02-23
A Practical Privacy-preserving Method in Federated Deep Learning
Yan FengXue YangWeijun FangShu-Tao XiaXiaohu TangJun ShaoTao Xiong
2020-02-23
The Break-Even Point on Optimization Trajectories of Deep Neural Networks
Stanislaw JastrzebskiMaciej SzymczakStanislav FortDevansh ArpitJacek TaborKyunghyun ChoKrzysztof Geras
2020-02-21
TFApprox: Towards a Fast Emulation of DNN Approximate Hardware Accelerators on GPU
| Filip VaverkaVojtech MrazekZdenek VasicekLukas Sekanina
2020-02-21
MaxUp: A Simple Way to Improve Generalization of Neural Network Training
Chengyue GongTongzheng RenMao YeQiang Liu
2020-02-20
Deep Learning Estimation of Multi-Tissue Constrained Spherical Deconvolution with Limited Single Shell DW-MRI
Vishwesh NathSudhir K. PathakKurt G. SchillingWalt SchneiderBennett A. Landman
2020-02-20
Adapted Center and Scale Prediction: More Stable and More Accurate
| Wenhao Wang
2020-02-20
Fast and Regularized Reconstruction of Building Façades from Street-View Images using Binary Integer Programming
Han HuLibin WangMier ZhangYulin DingQing Zhu
2020-02-20
Knapsack Pruning with Inner Distillation
Yonathan AflaloAsaf NoyMing LinItamar FriedmanLihi Zelnik
2020-02-19
Modelling response to trypophobia trigger using intermediate layers of ImageNet networks
Piotr WoźnickiMichał KuźbaPiotr Migdał
2020-02-19
DeFraudNet:End2End Fingerprint Spoof Detection using Patch Level Attention
B. V. S AnushaSayan BanerjeeSubhasis Chaudhuri
2020-02-19
NNoculation: Broad Spectrum and Targeted Treatment of Backdoored DNNs
Akshaj Kumar VeldandaKang LiuBenjamin TanPrashanth KrishnamurthyFarshad KhorramiRamesh KarriBrendan Dolan-GavittSiddharth Garg
2020-02-19
V4D:4D Convolutional Neural Networks for Video-level Representation Learning
Shiwen ZhangSheng GuoWeilin HuangMatthew R. ScottLimin Wang
2020-02-18
Marvel: A Data-centric Compiler for DNN Operators on Spatial Accelerators
Prasanth ChatarasiHyoukjun KwonNatesh RainaSaurabh MalikVaisakh HaridasAngshuman ParasharMichael PellauerTushar KrishnaVivek Sarkar
2020-02-18
Picking Winning Tickets Before Training by Preserving Gradient Flow
| Chaoqi WangGuodong ZhangRoger Grosse
2020-02-18
Residual Continual Learning
Janghyeon LeeDonggyu JooHyeong Gwon HongJunmo Kim
2020-02-17
Learning Architectures for Binary Networks
| Dahyun KimKunal Pratap SinghJonghyun Choi
2020-02-17
Precision Gating: Improving Neural Network Efficiency with Dynamic Dual-Precision Activations
| Yichi ZhangRitchie ZhaoWeizhe HuaNayun XuG. Edward SuhZhiru Zhang
2020-02-17
Unsupervised Image-generation Enhanced Adaptation for Object Detection in Thermal images
Wanyi LiFuyu LiYongkang LuoPeng Wang
2020-02-17
Active Bayesian Assessment for Black-Box Classifiers
| Disi JiRobert L. Logan IVPadhraic SmythMark Steyvers
2020-02-16
Multi-Task Siamese Neural Network for Improving Replay Attack Detection
Patrick von PlatenFei TaoGokhan Tur
2020-02-16
Many-to-Many Voice Conversion using Conditional Cycle-Consistent Adversarial Networks
Shindong LeeBongGu KoKeonnyeong LeeIn-Chul YooDongsuk Yook
2020-02-15
Deep Speaker Embeddings for Far-Field Speaker Recognition on Short Utterances
Aleksei GusevVladimir VolokhovTseren AndzhukaevSergey NovoselovGalina LavrentyevaMarina VolkovaAlice GazizullinaAndrey ShulipaArtem GorlanovAnastasia AvdeevaArtem IvanovAlexander KozlovTimur PekhovskyYuri Matveev
2020-02-14
Skip Connections Matter: On the Transferability of Adversarial Examples Generated with ResNets
Dongxian WuYisen WangShu-Tao XiaJames BaileyXingjun Ma
2020-02-14
Cross-Iteration Batch Normalization
| Zhuliang YaoYue CaoShuxin ZhengGao HuangStephen Lin
2020-02-13
A Simple Framework for Contrastive Learning of Visual Representations
| Ting ChenSimon KornblithMohammad NorouziGeoffrey Hinton
2020-02-13
Improving Efficiency in Neural Network Accelerator Using Operands Hamming Distance optimization
Meng LiYilei LiPierce ChuangLiangzhen LaiVikas Chandra
2020-02-13
The use of Convolutional Neural Networks for signal-background classification in Particle Physics experiments
Venkitesh AyyarWahid BhimjiLisa GerhardtSally RobertsonZahra Ronaghi
2020-02-13
Physical Accuracy of Deep Neural Networks for 2D and 3D Multi-Mineral Segmentation of Rock micro-CT Images
Ying Da WangMehdi ShabaninejadRyan T. ArmstrongPeyman Mostaghimi
2020-02-13
PCSGAN: Perceptual Cyclic-Synthesized Generative Adversarial Networks for Thermal and NIR to Visible Image Transformation
| Kancharagunta Kishan BabuShiv Ram Dubey
2020-02-13
EndoL2H: Deep Super-Resolution for Capsule Endoscopy
| Yasin AlmaliogluKutsev Bengisu OzyorukAbdulkadir GokceKagan IncetanGuliz Irem GokcelerMuhammed Ali SimsekKivanc AraratRichard J. ChenNicholas J. DurrFaisal MahmoodMehmet Turan
2020-02-13
Lookahead: a Far-Sighted Alternative of Magnitude-based Pruning
| Sejun ParkJaeho LeeSangwoo MoJinwoo Shin
2020-02-12
Real or Not Real, that is the Question
| Yuanbo XiangliYubin DengBo DaiChen Change LoyDahua Lin
2020-02-12
The Devil is in the Channels: Mutual-Channel Loss for Fine-Grained Image Classification
| Dongliang ChangYifeng DingJiyang XieAyan Kumar BhuniaXiaoxu LiZhanyu MaMing WuJun GuoYi-Zhe Song
2020-02-11
Best of Both Worlds: AutoML Codesign of a CNN and its Hardware Accelerator
Mohamed S. AbdelfattahŁukasz DudziakThomas ChauRoyson LeeHyeji KimNicholas D. Lane
2020-02-11
Improved Consistency Regularization for GANs
Zhengli ZhaoSameer SinghHonglak LeeZizhao ZhangAugustus OdenaHan Zhang
2020-02-11
Be Like Water: Robustness to Extraneous Variables Via Adaptive Feature Normalization
Aakash KakuSreyas MohanAvinash ParnandiHeidi SchambraCarlos Fernandez-Granda
2020-02-10
Real-Time target detection in maritime scenarios based on YOLOv3 model
Alessandro BettiBenedetto MichelozziAndrea BracciAndrea Masini
2020-02-10
MS-Net: Multi-Site Network for Improving Prostate Segmentation with Heterogeneous MRI Data
| Quande LiuQi DouLequan YuPheng Ann Heng
2020-02-09
Soft Threshold Weight Reparameterization for Learnable Sparsity
| Aditya KusupatiVivek RamanujanRaghav SomaniMitchell WortsmanPrateek JainSham KakadeAli Farhadi
2020-02-08
Learning Hyperspectral Feature Extraction and Classification with ResNeXt Network
Divinah NyasakaJing WangHaron Tinega
2020-02-07
CIFAR-10 Image Classification Using Feature Ensembles
Felipe O. GiusteJuan C. Vizcarra
2020-02-07
Understanding and Optimizing Packed Neural Network Training for Hyper-Parameter Tuning
Rui LiuSanjan KrishnanAaron J. ElmoreMichael J. Franklin
2020-02-07
Driver Gaze Estimation in the Real World: Overcoming the Eyeglass Challenge
| Akshay RangeshBowen ZhangMohan M. Trivedi
2020-02-06
Level Three Synthetic Fingerprint Generation
| André Brasil Vieira WyzykowskiMauricio Pamplona SegundoRubisley de Paula Lemes
2020-02-05
3D ResNet with Ranking Loss Function for Abnormal Activity Detection in Videos
Shikha DubeyAbhijeet BoraguleMoongu Jeon
2020-02-04
Large Batch Training Does Not Need Warmup
Zhouyuan HuoBin GuHeng Huang
2020-02-04
Robust Decoy-enhanced Saliency Maps
Yang LuWenbo GuoXinyu XingWilliam Stafford Noble
2020-02-03
Pix2Pix-based Stain-to-Stain Translation: A Solution for Robust Stain Normalization in Histopathology Images Analysis
| Pegah SalehiAbdolah Chalechale
2020-02-03
Non-linear Neurons with Human-like Apical Dendrite Activations
Mariana-Iuliana GeorgescuRadu Tudor IonescuNicolae-Catalin RisteaNicu Sebe
2020-02-02
Transforming Spectrum and Prosody for Emotional Voice Conversion with Non-Parallel Training Data
Kun ZhouBerrak SismanHaizhou Li
2020-02-01
ParkingSticker: A Real-World Object Detection Dataset
Caroline PottsEthem F. CanAysu Ezen-CanXiangqian Hu
2020-01-31
Reconstructing Natural Scenes from fMRI Patterns using BigBiGAN
Milad MozafariLeila ReddyRufin VanRullen
2020-01-31
How Does BN Increase Collapsed Neural Network Filters?
Sheng ZhouXinjiang WangPing LuoLitong FengWenjie LiWei Zhang
2020-01-30
Non-Determinism in TensorFlow ResNets
Miguel MorinMatthew Willetts
2020-01-30
Pre-defined Sparsity for Low-Complexity Convolutional Neural Networks
Souvik KunduMahdi NazemiMassoud PedramKeith M. ChuggPeter A. Beerel
2020-01-29
Hyperparameter Optimization for Forecasting Stock Returns
Sang Il Lee
2020-01-28
MCSAE: Masked Cross Self-Attentive Encoding for Speaker Embedding
Soonshin SeoJi-Hwan Kim
2020-01-28
Performance of a Deep Neural Network at Detecting North Atlantic Right Whale Upcalls
Oliver S. KirsebomFabio FrazaoYvan SimardNathalie RoyStan MatwinSamuel Giard
2020-01-24
Kernel of CycleGAN as a Principle homogeneous space
Nikita MoriakovJonas AdlerJonas Teuwen
2020-01-24
Rethinking the Distribution Gap of Person Re-identification with Camera-based Batch Normalization
| Zijie ZhuangLonghui WeiLingxi XieTianyu ZhangHengheng ZhangHaozhe WuHaizhou AiQi Tian
2020-01-23
On generalized residue network for deep learning of unknown dynamical systems
Zhen ChenDongbin Xiu
2020-01-23
Interpretable End-to-end Urban Autonomous Driving with Latent Deep Reinforcement Learning
| Jianyu ChenShengbo Eben LiMasayoshi Tomizuka
2020-01-23
Dense Residual Network: Enhancing Global Dense Feature Flow for Character Recognition
Zhao ZhangZemin TangYang WangZheng ZhangZhengjun ZhaMeng Wang
2020-01-23
CNN-CASS: CNN for Classification of Coronary Artery Stenosis Score in MPR Images
Mariia DobkoBohdan PetryshakOles Dobosevych
2020-01-23
Pruning CNN's with linear filter ensembles
Csanád SándorSzabolcs PávelLehel Csató
2020-01-22
UniPose: Unified Human Pose Estimation in Single Images and Videos
Bruno ArtachoAndreas Savakis
2020-01-22
AutoFCL: Automatically Tuning Fully Connected Layers for Handling Small Dataset
S. H. Shabbeer BashaSravan Kumar VinakotaShiv Ram DubeyViswanath PulabaigariSnehasis Mukherjee
2020-01-22
Random Matrix Theory Proves that Deep Learning Representations of GAN-data Behave as Gaussian Mixtures
Mohamed El Amine SeddikCosme LouartMohamed TamaazoustiRomain Couillet
2020-01-21
Real-Time Object Detection and Recognition on Low-Compute Humanoid Robots using Deep Learning
Sayantan ChatterjeeFaheem H. ZunjaniSouvik SenGora C. Nandi
2020-01-20
Towards Stabilizing Batch Statistics in Backward Propagation of Batch Normalization
| Junjie YanRuosi WanXiangyu ZhangWei ZhangYichen WeiJian Sun
2020-01-19
Harmonic Convolutional Networks based on Discrete Cosine Transform
| Matej UlicnyVladimir A. KrylovRozenn Dahyot
2020-01-18
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network
| Jungkyu LeeTaeryun WonTae Kwan LeeHyemin LeeGeonmo GuKiho Hong
2020-01-17
RSnet: An improvement for Darknet
Shengquan WangAng LiJiying ChenBaoyu ZhengJiaxin JiLi Xianglong
2020-01-16
Deep Residual Flow for Out of Distribution Detection
| Ev ZisselmanAviv Tamar
2020-01-15
Filter Grafting for Deep Neural Networks
| Fanxu MengHao ChengKe LiZhixin XuRongrong JiXing SunGaungming Lu
2020-01-15
Disentanglement by Nonlinear ICA with General Incompressible-flow Networks (GIN)
Peter SorrensonCarsten RotherUllrich Köthe
2020-01-14
Quantisation and Pruning for Neural Network Compression and Regularisation
| Kimessha PaupamahSteven JamesRichard Klein
2020-01-14
Backward Feature Correction: How Deep Learning Performs Deep Learning
Zeyuan Allen-ZhuYuanzhi Li
2020-01-13
Deep Residual Dense U-Net for Resolution Enhancement in Accelerated MRI Acquisition
Pak Lun Kevin DingZhiqiang LiYuxiang ZhouBaoxin Li
2020-01-13
Segmentation and Generation of Magnetic Resonance Images by Deep Neural Networks
Antoine Delplace
2020-01-10
Multi-Scale Weight Sharing Network for Image Recognition
Shubhra AichIan StavnessYasuhiro TaniguchiMasaki Yamazaki
2020-01-09
MatrixNets: A New Scale and Aspect Ratio Aware Architecture for Object Detection
| Abdullah RashwanRishav AgarwalAgastya KalraPascal Poupart
2020-01-09
Sample-based Distributional Policy Gradient
Rahul SinghKeuntaek LeeYongxin Chen
2020-01-08
Fast Neural Network Adaptation via Parameter Remapping and Architecture Search
| Jiemin FangYuzhu SunKangjian PengQian ZhangYuan LiWenyu LiuXinggang Wang
2020-01-08
Learning Speaker Embedding with Momentum Contrast
Ke DingXuanji HeGuanglu Wan
2020-01-07
Consistent Batch Normalization for Weighted Loss in Imbalanced-Data Environment
Muneki YasudaYeo Xian EnSeishirou Ueno
2020-01-06
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification
| Yixiao GeDapeng ChenHongsheng Li
2020-01-06
Discrimination-aware Network Pruning for Deep Model Compression
Jing LiuBohan ZhuangZhuangwei ZhuangYong GuoJunzhou HuangJinhui ZhuMingkui Tan
2020-01-04
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation
| Hao ChenKunyang SunZhi TianChunhua ShenYongming HuangYouliang Yan
2020-01-02
AN EXPONENTIAL LEARNING RATE SCHEDULE FOR BATCH NORMALIZED NETWORKS
Anonymous
2020-01-01
Fix-Net: pure fixed-point representation of deep neural networks
Anonymous
2020-01-01
CrossNorm: On Normalization for Off-Policy Reinforcement Learning
Anonymous
2020-01-01
Batch Normalization has Multiple Benefits: An Empirical Study on Residual Networks
Anonymous
2020-01-01
P-BN: Towards Effective Batch Normalization in the Path Space
Anonymous
2020-01-01
The Break-Even Point on the Optimization Trajectories of Deep Neural Networks
Anonymous
2020-01-01
Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
Anonymous
2020-01-01
The Effect of Neural Net Architecture on Gradient Confusion & Training Performance
Anonymous
2020-01-01
Channel Equilibrium Networks
Anonymous
2020-01-01
Improving Batch Normalization with Skewness Reduction for Deep Neural Networks
Pak Lun Kevin DingSarah MartinBaoxin Li
2020-01-01
A Comprehensive and Modularized Statistical Framework for Gradient Norm Equality in Deep Neural Networks
| Zhaodong ChenLei DengBangyan WangGuoqi LiYuan Xie
2020-01-01
ZeroQ: A Novel Zero Shot Quantization Framework
| Yaohui CaiZhewei YaoZhen DongAmir GholamiMichael W. MahoneyKurt Keutzer
2020-01-01
Neural Operator Search
Anonymous
2020-01-01
FNNP: Fast Neural Network Pruning Using Adaptive Batch Normalization
Anonymous
2020-01-01
Drawing Early-Bird Tickets: Toward More Efficient Training of Deep Networks
| Anonymous
2020-01-01
Data-Efficient Image Recognition with Contrastive Predictive Coding
Anonymous
2020-01-01
Auto Network Compression with Cross-Validation Gradient
Anonymous
2020-01-01
Robustness and/or Redundancy Emerge in Overparametrized Deep Neural Networks
Anonymous
2020-01-01
ShardNet: One Filter Set to Rule Them All
Anonymous
2020-01-01
Forecasting Deep Learning Dynamics with Applications to Hyperparameter Tuning
Anonymous
2020-01-01
Invariance vs Robustness of Neural Networks
Anonymous
2020-01-01
DyNet: Dynamic Convolution for Accelerating Convolution Neural Networks
Anonymous
2020-01-01
Fast Neural Network Adaptation via Parameters Remapping
Anonymous
2020-01-01
A closer look at network resolution for efficient network design
Anonymous
2020-01-01
The Sooner The Better: Investigating Structure of Early Winning Lottery Tickets
Anonymous
2020-01-01
STABILITY AND CONVERGENCE THEORY FOR LEARNING RESNET: A FULL CHARACTERIZATION
Anonymous
2020-01-01
Differentiable Architecture Compression
Shashank SinghAshish KhetanZohar Karnin
2020-01-01
Insights on Visual Representations for Embodied Navigation Tasks
Erik WijmansJulian StraubIrfan EssaDhruv BatraJudy HoffmanAri Morcos
2020-01-01
Towards understanding the true loss surface of deep neural networks using random matrix theory and iterative spectral methods
Diego GranziolTimur GaripovDmitry VetrovStefan ZohrenStephen RobertsAndrew Gordon Wilson
2020-01-01
ISBNet: Instance-aware Selective Branching Networks
Shaofeng CaiYao ShuWei WangGang ChenBeng Chin Ooi
2020-01-01
Deep Mining: Detecting Anomalous Patterns in Neural Network Activations with Subset Scanning
| Skyler SpeakmanCelia CintasVictor AkinwandeSrihari SridharanEdward McFowland III
2020-01-01
UW-NET: AN INCEPTION-ATTENTION NETWORK FOR UNDERWATER IMAGE CLASSIFICATION
Miao Yang and Ke HuChongyi LiZhiqiang Wei
2020-01-01
Disentanglement through Nonlinear ICA with General Incompressible-flow Networks (GIN)
Anonymous
2020-01-01
Shallow VAEs with RealNVP Prior Can Perform as Well as Deep Hierarchical VAEs
Anonymous
2020-01-01
Rethinking the Security of Skip Connections in ResNet-like Neural Networks
Anonymous
2020-01-01
Kaleidoscope: An Efficient, Learnable Representation For All Structured Linear Maps
| Anonymous
2020-01-01
Newton Residual Learning
Anonymous
2020-01-01
Pruning Depthwise Separable Convolutions for Extra Efficiency Gain of Lightweight Models
Anonymous
2020-01-01
Is my Deep Learning Model Learning more than I want it to?
Anonymous
2020-01-01
On the Pareto Efficiency of Quantized CNN
Anonymous
2020-01-01
Neural Machine Translation with Universal Visual Representation
| Anonymous
2020-01-01
Resizable Neural Networks
Anonymous
2020-01-01
Out-of-Distribution Detection Using Layerwise Uncertainty in Deep Neural Networks
Hirono OkamotoMasahiro SuzukiYutaka Matsuo
2020-01-01
A GOODNESS OF FIT MEASURE FOR GENERATIVE NETWORKS
Anonymous
2020-01-01
Non-Sequential Melody Generation
Mitchell BillardRobert BishopMoustafa ElsisyLaura GravesAntonina KolokolovaVineel NagisettyZachary NorthcottHeather Patey
2020-01-01
Additive Powers-of-Two Quantization: A Non-uniform Discretization for Neural Networks
Anonymous
2020-01-01
Kernel of CycleGAN as a principal homogeneous space
Anonymous
2020-01-01
PAC Confidence Sets for Deep Neural Networks via Calibrated Prediction
| Sangdon ParkOsbert BastaniNikolai MatniInsup Lee
2019-12-31
Comparison of object detection methods for crop damage assessment using deep learning
Ali HamidiSepehrSeyed Vahid MirnezamiJason K. Ward
2019-12-31
Searching for Stage-wise Neural Graphs In the Limit
Xin ZhouDejing DouBoyang Li
2019-12-30
Neural Architecture Search on Acoustic Scene Classification
Jixiang LiChuming LiangBo ZhangZhao WangFei XiangXiangxiang Chu
2019-12-30
Multi-modality super-resolution loss for GAN-based super-resolution of clinical CT images using micro CT image database
Tong ZhengHirohisa OdaTakayasu MoriyaShota NakamuraMasahiro OdaMasaki MoriHoritsugu TakabatakeHiroshi NatoriKensaku Mori
2019-12-30
Deep-learning Architecture for Short-term Passenger Flow Forecasting in Urban Rail Transit
Jinlei ZhangFeng ChenYadi ZhuYinan Guo
2019-12-29
Pipelined Training with Stale Weights of Deep Convolutional Neural Networks
Lifu ZhangTarek S. Abdelrahman
2019-12-29
Towards Unified INT8 Training for Convolutional Neural Network
Feng ZhuRuihao GongFengwei YuXianglong LiuYanfei WangZhelong LiXiuqi YangJunjie Yan
2019-12-29
All-in-One Image-Grounded Conversational Agents
Da JuKurt ShusterY-Lan BoureauJason Weston
2019-12-28
Handling Missing MRI Input Data in Deep Learning Segmentation of Brain Metastases: A Multi-Center Study
Endre GrøvikDarvin YiMichael IvElizabeth TongLine Brennhaug NilsenAnna LatyshevaCathrine SaxhaugKari Dolven JacobsenÅslaug HellandKyrre Eeg EmblemDaniel RubinGreg Zaharchuk
2019-12-27
Learn-able parameter guided Activation Functions
S. BalajiT. KavyaNatasha Sebastian
2019-12-23
A Robust and Precise ConvNet for small non-coding RNA classification (RPC-snRC)
Muhammad Nabeel AsimaMuhammad Imran MalikAndreas DengelaSheraz Ahmed
2019-12-23
CNN-generated images are surprisingly easy to spot... for now
| Sheng-Yu WangOliver WangRichard ZhangAndrew OwensAlexei A. Efros
2019-12-23
Style-based Variational Autoencoder for Real-World Super-Resolution
Xin MaYi LiHuaibo HuangMandi LuoTanhao HuRan He
2019-12-21
An Application of Generative Adversarial Networks for Super Resolution Medical Imaging
Rewa SoodBinit TopiwalaKarthik ChoutaguntaRohit SoodMirabela Rusu
2019-12-19
Anisotropic Super Resolution in Prostate MRI using Super Resolution Generative Adversarial Networks
Rewa SoodMirabela Rusu
2019-12-19
Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion
| Hongxu YinPavlo MolchanovZhizhong LiJose M. AlvarezArun MallyaDerek HoiemNiraj K. JhaJan Kautz
2019-12-18
CoulGAT: An Experiment on Interpretability of Graph Attention Networks
| Burc Gokden
2019-12-18
Attention-Based Face AntiSpoofing of RGB Images, using a Minimal End-2-End Neural Network
Ali GhofraniRahil Mahdian ToroghiSeyed Mojtaba Tabatabaie
2019-12-18
ResNetX: a more disordered and deeper network architecture
Wenfeng FengXin ZhangGuangpeng Zhao
2019-12-18
A Cycle-GAN Approach to Model Natural Perturbations in Speech for ASR Applications
Sri Harsha DumpalaImran SheikhRupayan ChakrabortySunil Kumar Kopparapu
2019-12-18
AeroRIT: A New Scene for Hyperspectral Image Analysis
| Aneesh RangnekarNilay MokashiEmmett IentilucciChristopher KananMatthew J. Hoffman
2019-12-17
Deep SCNN-based Real-time Object Detection for Self-driving Vehicles Using LiDAR Temporal Data
Shibo ZhouYing ChenXiaohua LiArindam Sanyal
2019-12-17
LAMP-HQ: A Large-Scale Multi-Pose High-Quality Database and Benchmark for NIR-VIS Face Recognition
Aijing YuHaoxue WuHuaibo HuangZhen LeiRan He
2019-12-17
PointRend: Image Segmentation as Rendering
| Alexander KirillovYuxin WuKaiming HeRoss Girshick
2019-12-17
PyHessian: Neural Networks Through the Lens of the Hessian
Zhewei YaoAmir GholamiKurt KeutzerMichael Mahoney
2019-12-16
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax
Karan Jakhar