Residual Block

Introduced by He et al. in Deep Residual Learning for Image Recognition

Residual Blocks are skip-connection blocks that learn residual functions with reference to the layer inputs, instead of learning unreferenced functions. They were introduced as part of the ResNet architecture.

Formally, denoting the desired underlying mapping as $\mathcal{H}({x})$, we let the stacked nonlinear layers fit another mapping of $\mathcal{F}({x}):=\mathcal{H}({x})-{x}$. The original mapping is recast into $\mathcal{F}({x})+{x}$. The additional $x$ acts like a residual, hence the name 'residual block'.

The intuition is that it is easier to optimize the residual mapping than to optimize the original, unreferenced mapping. To the extreme, if an identity mapping were optimal, it would be easier to push the residual to zero than to fit an identity mapping by a stack of nonlinear layers. Having skip connections allows the network to more easily learn identity-like mappings.

Note that in practice, Bottleneck Residual Blocks are used for deeper ResNets, such as ResNet-50 and ResNet-101, as these bottleneck blocks are less computationally intensive.

Source: Deep Residual Learning for Image Recognition

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2020-06-01
Distilling Image Dehazing With Heterogeneous Task Imitation
Ming Hong Yuan Xie Cuihua Li Yanyun Qu
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
SegGCN: Efficient 3D Point Cloud Segmentation With Fuzzy Spherical Kernel
Huan Lei Naveed Akhtar Ajmal Mian
2020-06-01
A U-Net Based Discriminator for Generative Adversarial Networks
Edgar Schonfeld Bernt Schiele Anna Khoreva
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
Interactive Object Segmentation With Inside-Outside Guidance
| Shiyin Zhang Jun Hao Liew Yunchao Wei Shikui Wei Yao Zhao
2020-06-01
CoDiNet: Path Distribution Modeling with Consistency and Diversity for Dynamic Routing
Huanyu WangZequn QinSongyuan LiXi Li
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
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
Perceptual Extreme Super Resolution Network with Receptive Field Block
Taizhang ShangQiuju DaiShengchen ZhuTong YangYandong Guo
2020-05-26
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
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
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
Cross-filter compression for CNN inference acceleration
Fuyuan LyuShien ZhuWeichen Liu
2020-05-18
Efficient and Scalable Bayesian Neural Nets with Rank-1 Factors
Michael W. DusenberryGhassen JerfelYeming WenYi-an MaJasper SnoekKatherine HellerBalaji LakshminarayananDustin Tran
2020-05-14
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
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
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
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
AutoSpeech: Neural Architecture Search for Speaker Recognition
| Shaojin DingTianlong ChenXinyu GongWeiwei ZhaZhangyang Wang
2020-05-07
Comparison and Benchmarking of AI Models and Frameworks on Mobile Devices
Chunjie LuoXiwen HeJianfeng ZhanLei WangWanling GaoJiahui Dai
2020-05-07
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
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
Explaining How Deep Neural Networks Forget by Deep Visualization
| Giang NguyenShuan ChenTae Joon JunDaeyoung Kim
2020-05-03
Neural Machine Translation with Universal Visual Representation
| Zhuosheng ZhangKehai ChenRui WangMasao UtiyamaEiichiro SumitaZuchao LiHai Zhao
2020-05-01
Kernel of CycleGAN as a principal homogeneous space
Nikita MoriakovJonas AdlerJonas Teuwen
2020-05-01
Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
Xiandong ZhaoYing WangXuyi CaiCheng LiuLei Zhang
2020-05-01
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
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
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
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
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
Automatic Polyp Segmentation Using Convolutional Neural Networks
Sara Hosseinzadeh KassaniPeyman Hosseinzadeh KassaniMichal J. WesolowskiKevin A. SchneiderRalph Deters
2020-04-22
DyNet: Dynamic Convolution for Accelerating Convolutional Neural Networks
Yikang ZhangJian ZhangQiang WangZhao Zhong
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
Automated Detection of Rest Disruptions in Critically Ill Patients
Vasundhra IyengarAzra BihoracParisa Rashidi
2020-04-21
Deep-COVID: Predicting COVID-19 From Chest X-Ray Images Using Deep Transfer Learning
| Shervin MinaeeRahele KafiehMilan SonkaShakib YazdaniGhazaleh Jamalipour Soufi
2020-04-20
BReG-NeXt: Facial Affect Computing Using Adaptive Residual Networks With Bounded Gradient
| Behzad HasaniPooran Singh NegiMohammad H. Mahoor
2020-04-18
ESResNet: Environmental Sound Classification Based on Visual Domain Models
| Andrey GuzhovFederico RaueJörn HeesAndreas Dengel
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
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
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
Channel Attention Residual U-Net for Retinal Vessel Segmentation
Changlu GuoMárton SzemenyeiYugen YiWei Zhou
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
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
ObjectNet Dataset: Reanalysis and Correction
| Ali Borji
2020-04-04
Pixel Consensus Voting for Panoptic Segmentation
Haochen WangRuotian LuoMichael MaireGreg Shakhnarovich
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
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
Manifold-Aware CycleGAN for High Resolution Structural-to-DTI Synthesis
Benoit Anctil-RobitailleChristian DesrosiersHerve Lombaert
2020-04-01
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
Physical Model Guided Deep Image Deraining
Honghe ZhuCong WangYajie ZhangZhixun SuGuohui Zhao
2020-03-30
How Not to Give a FLOP: Combining Regularization and Pruning for Efficient Inference
| Tai VuEmily WenRoy Nehoran
2020-03-30
High-Order Residual Network for Light Field Super-Resolution
| Nan MengXiaofei WuJianzhuang LiuEdmund Y. Lam
2020-03-29
Unsupervised Deep Learning for MR Angiography with Flexible Temporal Resolution
Eunju ChaHyungjin ChungEung Yeop KimJong Chul Ye
2020-03-29
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
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
Multi-Lead ECG Classification via an Information-Based Attention Convolutional Neural Network
Hao TungChao ZhengXinsheng MaoDahong Qian
2020-03-25
DCDLearn: Multi-order Deep Cross-distance Learning for Vehicle Re-Identification
Rixing ZhuJianwu FangHongke XuHongkai YuJianru Xue
2020-03-25
EPSNet: Efficient Panoptic Segmentation Network with Cross-layer Attention Fusion
Chia-Yuan ChangShuo-En ChangPei-Yung HsiaoLi-Chen Fu
2020-03-23
Meta Pseudo Labels
Hieu PhamQizhe XieZihang DaiQuoc V. Le
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
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
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
STH: Spatio-Temporal Hybrid Convolution for Efficient Action Recognition
Xu LiJingwen WangLin MaKaihao ZhangFengzong LianZhanhui KangJinjun Wang
2020-03-18
Revisiting the Sibling Head in Object Detector
| Guanglu SongYu LiuXiaogang Wang
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
What Information Does a ResNet Compress?
Luke Nicholas DarlowAmos Storkey
2020-03-13
BigGAN-based Bayesian reconstruction of natural images from human brain activity
Kai QiaoJian ChenLinyuan WangChi ZhangLi TongBin Yan
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
PointINS: Point-based Instance Segmentation
Lu QiXiangyu ZhangYingcong ChenYukang ChenJian SunJiaya Jia
2020-03-13
Analyzing Visual Representations in Embodied Navigation Tasks
Erik WijmansJulian StraubDhruv BatraIrfan EssaJudy HoffmanAri Morcos
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
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
SalsaNext: Fast, Uncertainty-aware Semantic Segmentation of LiDAR Point Clouds for Autonomous Driving
| Tiago CortinhalGeorge TzelepisEren Erdal Aksoy
2020-03-07
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
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
Good Subnetworks Provably Exist: Pruning via Greedy Forward Selection
Mao YeChengyue GongLizhen NieDenny ZhouAdam KlivansQiang Liu
2020-03-03
Identity Recognition in Intelligent Cars with Behavioral Data and LSTM-ResNet Classifier
Michael HammannMaximilian KrausSina ShafaeiAlois Knoll
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
Channel Equilibrium Networks for Learning Deep Representation
Wenqi ShaoShitao TangXingang PanPing TanXiaogang WangPing Luo
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
A U-Net Based Discriminator for Generative Adversarial Networks
| Edgar SchönfeldBernt SchieleAnna Khoreva
2020-02-28
FMix: Enhancing Mixed Sample Data Augmentation
| Ethan HarrisAntonia MarcuMatthew PainterMahesan NiranjanAdam Prügel-BennettJonathon Hare
2020-02-27
Invariance vs. Robustness Trade-Off in Neural Networks
Sandesh KamathAmit DeshpandeK V Subrahmanyam
2020-02-26
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
LeafGAN: An Effective Data Augmentation Method for Practical Plant Disease Diagnosis
Quan Huu CapHiroyuki UgaSatoshi KagiwadaHitoshi Iyatomi
2020-02-24
A Practical Privacy-preserving Method in Federated Deep Learning
Yan FengXue YangWeijun FangShu-Tao XiaXiaohu TangJun ShaoTao Xiong
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
TFApprox: Towards a Fast Emulation of DNN Approximate Hardware Accelerators on GPU
| Filip VaverkaVojtech MrazekZdenek VasicekLukas Sekanina
2020-02-21
Determination of the Semion Code Threshold using Neural Decoders
Santiago VaronaMiguel Angel Martin-Delgado
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
MaxUp: A Simple Way to Improve Generalization of Neural Network Training
Chengyue GongTongzheng RenMao YeQiang Liu
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
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
Picking Winning Tickets Before Training by Preserving Gradient Flow
| Chaoqi WangGuodong ZhangRoger Grosse
2020-02-18
Learning Architectures for Binary Networks
| Dahyun KimKunal Pratap SinghJonghyun Choi
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
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
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
CIFAR-10 Image Classification Using Feature Ensembles
Felipe O. GiusteJuan C. Vizcarra
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
Robust Decoy-enhanced Saliency Maps
Yang LuWenbo GuoXinyu XingWilliam Stafford Noble
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
Reconstructing Natural Scenes from fMRI Patterns using BigBiGAN
Milad MozafariLeila ReddyRufin VanRullen
2020-01-31
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
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
On generalized residue network for deep learning of unknown dynamical systems
Zhen ChenDongbin Xiu
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
Compounding the Performance Improvements of Assembled Techniques in a Convolutional Neural Network
| Jungkyu LeeTaeryun WonTae Kwan LeeHyemin LeeGeonmo GuKiho Hong
2020-01-17
Deep Residual Flow for Out of Distribution Detection
| Ev ZisselmanAviv Tamar
2020-01-15
CDGAN: Cyclic Discriminative Generative Adversarial Networks for Image-to-Image Transformation
Kancharagunta Kishan BabuShiv Ram Dubey
2020-01-15
Backward Feature Correction: How Deep Learning Performs Deep Learning
Zeyuan Allen-ZhuYuanzhi Li
2020-01-13
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
Sparse Weight Activation Training
Md Aamir RaihanTor M. Aamodt
2020-01-07
Mutual Mean-Teaching: Pseudo Label Refinery for Unsupervised Domain Adaptation on Person Re-identification
| Yixiao GeDapeng ChenHongsheng Li
2020-01-06
BlendMask: Top-Down Meets Bottom-Up for Instance Segmentation
| Hao ChenKunyang SunZhi TianChunhua ShenYongming HuangYouliang Yan
2020-01-02
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
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
Channel Equilibrium Networks
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
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
Newton Residual Learning
Anonymous
2020-01-01
Neural Machine Translation with Universal Visual Representation
| Anonymous
2020-01-01
Linear Symmetric Quantization of Neural Networks for Low-precision Integer Hardware
Anonymous
2020-01-01
Rethinking the Security of Skip Connections in ResNet-like Neural Networks
Anonymous
2020-01-01
Resizable Neural Networks
Anonymous
2020-01-01
DyNet: Dynamic Convolution for Accelerating Convolution Neural Networks
Anonymous
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
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
Big Transfer (BiT): General Visual Representation Learning
| Alexander KolesnikovLucas BeyerXiaohua ZhaiJoan PuigcerverJessica YungSylvain GellyNeil Houlsby
2019-12-24
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
CoulGAT: An Experiment on Interpretability of Graph Attention Networks
| Burc Gokden
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
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
Pneumothorax Segmentation: Deep Learning Image Segmentation to predict Pneumothorax
Karan JakharRohit BajajRuchika Gupta
2019-12-16
Normalization of breast MRIs using Cycle-Consistent Generative Adversarial Networks
Gourav ModanwalAdithya VellalMaciej A. Mazurowski
2019-12-16
DerainCycleGAN: A Simple Unsupervised Network for Single Image Deraining and Rainmaking
Yanyan WeiZhao ZhangYang WangJicong FanShuicheng YanMeng Wang
2019-12-15
TopoAct: Exploring the Shape of Activations in Deep Learning
Archit RathoreNithin ChalapathiSourabh PalandeBei Wang
2019-12-13
Unified Generative Adversarial Networks for Controllable Image-to-Image Translation
| Hao TangHong LiuNicu Sebe
2019-12-12
STEERAGE: Synthesis of Neural Networks Using Architecture Search and Grow-and-Prune Methods
Shayan HassantabarXiaoliang DaiNiraj K. Jha
2019-12-12
Fine-grained Classification of Rowing teams
M. J. A. van WezelL. J. HamburgerY. Napolean
2019-12-11
RDSNet: A New Deep Architecture for Reciprocal Object Detection and Instance Segmentation
| Shaoru WangYongchao GongJunliang XingLichao HuangChang HuangWeiming Hu
2019-12-11
Self-Driving Car Steering Angle Prediction Based on Image Recognition
Shuyang DuHaoli GuoAndrew Simpson
2019-12-11
AugFPN: Improving Multi-scale Feature Learning for Object Detection
| Chaoxu GuoBin FanQian ZhangShiming XiangChunhong Pan
2019-12-11
RoboCoDraw: Robotic Avatar Drawing with GAN-based Style Transfer and Time-efficient Path Optimization
Tianying WangWei Qi TohHao ZhangXiuchao SuiShaohua LiYong LiuWei Jing
2019-12-11
VIBE: Video Inference for Human Body Pose and Shape Estimation
| Muhammed KocabasNikos AthanasiouMichael J. Black
2019-12-11
Frivolous Units Help to Explain Non-Overfitting in Overparametrized Deep Neural Networks
Stephen CasperXavier BoixVanessa D'AmarioLing GuoMartin SchrimpfKasper VinkenGabriel Kreiman
2019-12-10
SOLO: Segmenting Objects by Locations
| Xinlong WangTao KongChunhua ShenYuning JiangLei Li
2019-12-10
SpineNet: Learning Scale-Permuted Backbone for Recognition and Localization
| Xianzhi DuTsung-Yi LinPengchong JinGolnaz GhiasiMingxing TanYin CuiQuoc V. LeXiaodan Song
2019-12-10
AVID: Learning Multi-Stage Tasks via Pixel-Level Translation of Human Videos
Laura SmithNikita DhawanMarvin ZhangPieter AbbeelSergey Levine
2019-12-10
Decision Support System for Detection and Classification of Skin Cancer using CNN
Rishu GargSaumil MaheshwariAnupam Shukla
2019-12-09
Semi-supervised Learning Approach to Generate Neuroimaging Modalities with Adversarial Training
Harrison NguyenSimon LuoFabio Ramos
2019-12-09
Dynamic Convolutions: Exploiting Spatial Sparsity for Faster Inference
| Thomas VerelstTinne Tuytelaars
2019-12-06
Waterfall Atrous Spatial Pooling Architecture for Efficient Semantic Segmentation
Bruno ArtachoAndreas Savakis
2019-12-06
AugMix: A Simple Data Processing Method to Improve Robustness and Uncertainty
| Dan HendrycksNorman MuEkin D. CubukBarret ZophJustin GilmerBalaji Lakshminarayanan
2019-12-05
Towards Understanding Residual and Dilated Dense Neural Networks via Convolutional Sparse Coding
Zhiyang ZhangShihua Zhang
2019-12-05
Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection
| Shifeng ZhangCheng ChiYongqiang YaoZhen LeiStan Z. Li
2019-12-05
Deep Ensembles: A Loss Landscape Perspective
| Stanislav FortHuiyi HuBalaji Lakshminarayanan
2019-12-05
Divided We Stand: A Novel Residual Group Attention Mechanism for Medical Image Segmentation
Chaitanya KaulNick PearsSuresh Manandhar
2019-12-04
Self-Supervised Learning of Pretext-Invariant Representations
| Ishan MisraLaurens van der Maaten
2019-12-04
EmbedMask: Embedding Coupling for One-stage Instance Segmentation
| Hui YingZhaojin HuangShu LiuTianjia ShaoKun Zhou
2019-12-04
Make Thunderbolts Less Frightening -- Predicting Extreme Weather Using Deep Learning
Christian SchönJens Dittrich
2019-12-03
YOLACT++: Better Real-time Instance Segmentation
| Daniel BolyaChong ZhouFanyi XiaoYong Jae Lee
2019-12-03
Skeleton based Activity Recognition by Fusing Part-wise Spatio-temporal and Attention Driven Residues
Chhavi DhimanDinesh Kumar VishwakarmaParas Aggarwal
2019-12-02
Automated speech-based screening of depression using deep convolutional neural networks
Karol ChlastaKrzysztof WołkIzabela Krejtz
2019-12-02
Detecting GAN generated errors
Xiru ZhuFengdi CheTianzi YangTzuyang YuDavid MegerGregory Dudek
2019-12-02
ANODEV2: A Coupled Neural ODE Framework
| Tianjun ZhangZhewei YaoAmir GholamiJoseph E. GonzalezKurt KeutzerMichael W. MahoneyGeorge Biros
2019-12-01
ObjectNet: A large-scale bias-controlled dataset for pushing the limits of object recognition models
Andrei BarbuDavid MayoJulian AlverioWilliam LuoChristopher WangDan GutfreundJosh TenenbaumBoris Katz
2019-12-01
AutoPrune: Automatic Network Pruning by Regularizing Auxiliary Parameters
| Xia XiaoZigeng WangSanguthevar Rajasekaran
2019-12-01
What's Hidden in a Randomly Weighted Neural Network?
| Vivek RamanujanMitchell WortsmanAniruddha KembhaviAli FarhadiMohammad Rastegari
2019-11-29
Data-Driven Compression of Convolutional Neural Networks
Ramit PahwaManoj Ghuhan ArivazhaganAnkur GargSiddarth KrishnamoorthyRohit SaxenaSunav Choudhary
2019-11-28
QKD: Quantization-aware Knowledge Distillation
Jangho KimYash BhalgatJinwon LeeChirag PatelNojun Kwak
2019-11-28
Cycle-Consistent Adversarial Networks for Realistic Pervasive Change Generation in Remote Sensing Imagery
Christopher X. RenAmanda ZiemannAlice M. S. DurieuxJames Theiler
2019-11-28
GhostNet: More Features from Cheap Operations
| Kai HanYunhe WangQi TianJianyuan GuoChunjing XuChang Xu
2019-11-27
CSPNet: A New Backbone that can Enhance Learning Capability of CNN
| Chien-Yao WangHong-Yuan Mark LiaoI-Hau YehYueh-Hua WuPing-Yang ChenJun-Wei Hsieh
2019-11-27
Structured Multi-Hashing for Model Compression
Elad EbanYair Movshovitz-AttiasHao WuMark SandlerAndrew PoonYerlan IdelbayevMiguel A. Carreira-Perpinan
2019-11-25
Constrained Linear Data-feature Mapping for Image Classification
Juncai HeYuyan ChenLian ZhangJinchao Xu
2019-11-23
MSD: Multi-Self-Distillation Learning via Multi-classifiers within Deep Neural Networks
Yunteng LuanHanyu ZhaoZhi YangYafei Dai
2019-11-21
An End-to-End Audio Classification System based on Raw Waveforms and Mix-Training Strategy
Jiaxu ChenJing HaoKai ChenDi XieShicai YangShiliang Pu
2019-11-21
Filter Response Normalization Layer: Eliminating Batch Dependence in the Training of Deep Neural Networks
| Saurabh SinghShankar Krishnan
2019-11-21
Learning Spatial Fusion for Single-Shot Object Detection
| Songtao LiuDi HuangYunhong Wang
2019-11-21
Semantic Hierarchy Emerges in Deep Generative Representations for Scene Synthesis
| Ceyuan YangYujun ShenBolei Zhou
2019-11-21
Real-time Scene Text Detection with Differentiable Binarization
| Minghui LiaoZhaoyi WanCong YaoKai ChenXiang Bai
2019-11-20
Experimental Exploration of Compact Convolutional Neural Network Architectures for Non-temporal Real-time Fire Detection
Ganesh Samarth C. A.Neelanjan BhowmikToby P. Breckon
2019-11-20
Differentiating Features for Scene Segmentation Based on Dedicated Attention Mechanisms
Zhiqiang XiongZhicheng WangZhaohui YuXi Gu
2019-11-19
KISS: Keeping It Simple for Scene Text Recognition
| Christian BartzJoseph BethgeHaojin YangChristoph Meinel
2019-11-19
Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model
| Julian SchrittwieserIoannis AntonoglouThomas HubertKaren SimonyanLaurent SifreSimon SchmittArthur GuezEdward LockhartDemis HassabisThore GraepelTimothy LillicrapDavid Silver
2019-11-19
End-to-end ASR: from Supervised to Semi-Supervised Learning with Modern Architectures
| Gabriel SynnaeveQiantong XuJacob KahnTatiana LikhomanenkoEdouard GraveVineel PratapAnuroop SriramVitaliy LiptchinskyRonan Collobert
2019-11-19
SOGNet: Scene Overlap Graph Network for Panoptic Segmentation
| Yibo YangHongyang LiXia LiQijie ZhaoJianlong WuZhouchen Lin
2019-11-18
DirectPose: Direct End-to-End Multi-Person Pose Estimation
| Zhi TianHao ChenChunhua Shen
2019-11-18
ELoPE: Fine-Grained Visual Classification with Efficient Localization, Pooling and Embedding
| Harald HanselmannHermann Ney
2019-11-17
Parametric Graph-based Separable Transforms for Video Coding
Hilmi E. EgilmezOguzhan TekeAmir SaidVadim SereginMarta Karczewicz
2019-11-16
CenterMask : Real-Time Anchor-Free Instance Segmentation
| Youngwan LeeJongyoul Park
2019-11-15
CenterMask : Real-Time Anchor-Free Instance Segmentation
| Youngwan LeeJongyoul Park
2019-11-15
Cross-modal supervised learning for better acoustic representations
Shaoyong JiaXin ShuYang YangDawei LiangQiyue LiuJunhui Liu
2019-11-15
Contrast Phase Classification with a Generative Adversarial Network
Yucheng TangHo Hin LeeYuchen XuOlivia TangYunqiang ChenDashan GaoShizhong HanRiqiang GaoCamilo BermudezMichael R. SavonaRichard G. AbramsonYuankai HuoBennett A. Landman
2019-11-14
Momentum Contrast for Unsupervised Visual Representation Learning
| Kaiming HeHaoqi FanYuxin WuSaining XieRoss Girshick
2019-11-13
Location-aware Upsampling for Semantic Segmentation
| Xiangyu HeZitao MoQiang ChenAnda ChengPeisong WangJian Cheng
2019-11-13
Image-Based Feature Representation for Insider Threat Classification
Gayathri R GAtul SajjanharYong Xiang
2019-11-13
Stronger Convergence Results for Deep Residual Networks: Network Width Scales Linearly with Training Data Size
Talha Cihad Gulcu
2019-11-11
Periodic Spectral Ergodicity: A Complexity Measure for Deep Neural Networks and Neural Architecture Search
| Mehmet SüzenJ. J. CerdàCornelius Weber
2019-11-10
DeepMask: an algorithm for cloud and cloud shadow detection in optical satellite remote sensing images using deep residual network
Ke XuKaiyu GuanJian PengYunan LuoSibo Wang
2019-11-09
Generalizing to unseen domains via distribution matching
| Isabela AlbuquerqueJoão MonteiroMohammad DarvishiTiago H. FalkIoannis Mitliagkas
2019-11-03
Multimodal Video-based Apparent Personality Recognition Using Long Short-Term Memory and Convolutional Neural Networks
Süleyman AslanUğur Güdükbay
2019-11-01
Multi-defect microscopy image restoration under limited data conditions
Anastasia RazdaibiedinaJeevaa VelayuthamMiti Modi
2019-10-31
LeanConvNets: Low-cost Yet Effective Convolutional Neural Networks
Jonathan EphrathMoshe EliasofLars RuthottoEldad HaberEran Treister
2019-10-29
Skip-Clip: Self-Supervised Spatiotemporal Representation Learning by Future Clip Order Ranking
Alaaeldin El-NoubyShuangfei ZhaiGraham W. TaylorJoshua M. Susskind
2019-10-28
Consistency Regularization for Generative Adversarial Networks
Han ZhangZizhao ZhangAugustus OdenaHonglak Lee
2019-10-26
Low-Resource Domain Adaptation for Speaker Recognition Using Cycle-GANs
Phani Sankar NidadavoluSaurabh KatariaJesús VillalbaNajim Dehak
2019-10-25
Emotion recognition with 4kresolution database
Qian Zheng
2019-10-24
Identification of primary angle-closure on AS-OCT images with Convolutional Neural Networks
Chenglang YuanCheng BianHongjian KangShu LiangKai MaYefeng Zheng
2019-10-23
4-Connected Shift Residual Networks
| Andrew BrownPascal MettesMarcel Worring
2019-10-22
Self-Correction for Human Parsing
| Peike LiYunqiu XuYunchao WeiYi Yang
2019-10-22
CycleGAN Voice Conversion of Spectral Envelopes using Adversarial Weights
Rafael FerroNicolas ObinAxel Roebel
2019-10-22
Directed-Weighting Group Lasso for Eltwise Blocked CNN Pruning
Ke ZhanShimiao JiangYu BaiYi LiXu LiuZhuoran Xu
2019-10-21
Image Difficulty Curriculum for Generative Adversarial Networks (CuGAN)
| Petru SovianyClaudiu ArdeiRadu Tudor IonescuMarius Leordeanu
2019-10-20
Conservation AI: Live Stream Analysis for the Detection of Endangered Species Using Convolutional Neural Networks and Drone Technology
C. ChalmersP. FergusSerge WichAday Curbelo Montanez
2019-10-16
How are attributes expressed in face DCNNs?
Prithviraj DharAnkan BansalCarlos D. CastilloJoshua GleasonP. Jonathon PhillipsRama Chellappa
2019-10-12
Aff-Wild Database and AffWildNet
Mengyao LiuDimitrios Kollias
2019-10-11
Improving sample diversity of a pre-trained, class-conditional GAN by changing its class embeddings
| Qi LiLong MaiMichael A. AlcornAnh Nguyen
2019-10-10
On the adequacy of untuned warmup for adaptive optimization
| Jerry MaDenis Yarats
2019-10-09
PipeMare: Asynchronous Pipeline Parallel DNN Training
Bowen YangJian ZhangJonathan LiChristopher RéChristopher R. AbergerChristopher De Sa
2019-10-09
ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks
| Qilong WangBanggu WuPengfei ZhuPeihua LiWangmeng ZuoQinghua Hu
2019-10-08
Multi-Source Domain Adaptation and Semi-Supervised Domain Adaptation with Focus on Visual Domain Adaptation Challenge 2019
| Yingwei PanYehao LiQi CaiYang ChenTing Yao
2019-10-08
Deformable Kernels: Adapting Effective Receptive Fields for Object Deformation
| Hang GaoXizhou ZhuSteve LinJifeng Dai
2019-10-07
Noise as Domain Shift: Denoising Medical Images by Unpaired Image Translation
| Ilja ManakovMarkus RohmChristoph KernBenedikt SchwormKarsten KortuemVolker Tresp
2019-10-07
SNDCNN: Self-normalizing deep CNNs with scaled exponential linear units for speech recognition
| Zhen HuangTim NgLeo LiuHenry MasonXiaodan ZhuangDaben Liu
2019-10-04
A Pre-defined Sparse Kernel Based Convolution for Deep CNNs
Souvik KunduSaurav PrakashHaleh AkramiPeter A. BeerelKeith M. Chugg
2019-10-02
A Large-scale Study of Representation Learning with the Visual Task Adaptation Benchmark
| Xiaohua ZhaiJoan PuigcerverAlexander KolesnikovPierre RuyssenCarlos RiquelmeMario LucicJosip DjolongaAndre Susano PintoMaxim NeumannAlexey DosovitskiyLucas BeyerOlivier BachemMichael TschannenMarcin MichalskiOlivier BousquetSylvain GellyNeil Houlsby
2019-10-01
Learning Rich Features at High-Speed for Single-Shot Object Detection
| Tiancai Wang Rao Muhammad Anwer Hisham Cholakkal Fahad Shahbaz Khan Yanwei Pang Ling Shao
2019-10-01
Small Steps and Giant Leaps: Minimal Newton Solvers for Deep Learning
Joao F. Henriques Sebastien Ehrhardt Samuel Albanie Andrea Vedaldi
2019-10-01
Adaptive Context Network for Scene Parsing
Jun Fu Jing Liu Yuhang Wang Yong Li Yongjun Bao Jinhui Tang Hanqing Lu
2019-10-01
Localization of Deep Inpainting Using High-Pass Fully Convolutional Network
Haodong Li Jiwu Huang
2019-10-01
A Bayesian Optimization Framework for Neural Network Compression
Xingchen Ma Amal Rannen Triki Maxim Berman Christos Sagonas Jacques Cali Matthew B. Blaschko
2019-10-01
DSConv: Efficient Convolution Operator
Marcelo Gennari do Nascimento Roger Fawcett Victor Adrian Prisacariu
2019-10-01
Enhancing high-content imaging for studying microtubule networks at large-scale
| Hao-Chih LeeSarah T CherngRiccardo MiottoJoel T Dudley
2019-10-01
Semi-Supervised Monocular 3D Face Reconstruction With End-to-End Shape-Preserved Domain Transfer
Jingtan Piao Chen Qian Hongsheng Li
2019-10-01
RandAugment: Practical automated data augmentation with a reduced search space
| Ekin D. CubukBarret ZophJonathon ShlensQuoc V. Le
2019-09-30
Spatio-Temporal FAST 3D Convolutions for Human Action Recognition
Alexandros StergiouRonald Poppe
2019-09-30
Unsharp Masking Layer: Injecting Prior Knowledge in Convolutional Networks for Image Classification
| Jose Carranza-RojasSaul Calderon-RamirezAdán Mora-FallasMichael Granados-MenaniJordina Torrents-Barrena
2019-09-29
PolarMask: Single Shot Instance Segmentation with Polar Representation
| Enze XiePeize SunXiaoge SongWenhai WangDing LiangChunhua ShenPing Luo
2019-09-29
A Radio Signal Modulation Recognition Algorithm Based on Residual Networks and Attention Mechanisms
Ruisen LuoTao HuZuodong TangChen WangXiaofeng GongHaiyan Tu
2019-09-27
Balanced Binary Neural Networks with Gated Residual
| Mingzhu ShenXianglong LiuRuihao GongKai Han
2019-09-26
PyDEns: a Python Framework for Solving Differential Equations with Neural Networks
Alexander KoryaginRoman KhudorozkovSergey Tsimfer
2019-09-25
Residual Networks Behave Like Boosting Algorithms
Chapman Siu
2019-09-25
Optimal Transport, CycleGAN, and Penalized LS for Unsupervised Learning in Inverse Problems
Byeongsu SimGyutaek OhJeongsol KimChanyong JungJong Chul Ye
2019-09-25
Object-Contextual Representations for Semantic Segmentation
| Yuhui YuanXilin ChenJingdong Wang
2019-09-24
Fast and Accurate Convolutional Object Detectors for Real-time Embedded Platforms
Min-Kook ChoiJaehyung ParkHeechul JungJinhee LeeSoo-Heang Eo
2019-09-24
Subsampling Generative Adversarial Networks: Density Ratio Estimation in Feature Space with Softplus Loss
| Xin DingZ. Jane WangWilliam J. Welch
2019-09-24
Timage -- A Robust Time Series Classification Pipeline
| Marc WenningerSebastian P. BayerlJochen SchmidtKorbinian Riedhammer
2019-09-19
Extremely Weak Supervised Image-to-Image Translation for Semantic Segmentation
| Samarth ShuklaLuc Van GoolRadu Timofte
2019-09-18
AdaptIS: Adaptive Instance Selection Network
| Konstantin SofiiukOlga BarinovaAnton Konushin
2019-09-17
AdaCompress: Adaptive Compression for Online Computer Vision Services
Hongshan LiYu GuoZhi WangShutao XiaWenwu Zhu
2019-09-17
Dual Graph Convolutional Network for Semantic Segmentation
| Li ZhangXiangtai LiAnurag ArnabKuiyuan YangYunhai TongPhilip H. S. Torr
2019-09-13
Defending Against Adversarial Attacks by Suppressing the Largest Eigenvalue of Fisher Information Matrix
Chaomin ShenYaxin PengGuixu ZhangJinsong Fan
2019-09-13
GResNet: Graph Residual Network for Reviving Deep GNNs from Suspended Animation
| Jiawei ZhangLin Meng
2019-09-12
diffGrad: An Optimization Method for Convolutional Neural Networks
| Shiv Ram DubeySoumendu ChakrabortySwalpa Kumar RoySnehasis MukherjeeSatish Kumar SinghBidyut Baran Chaudhuri
2019-09-12
Video Representation Learning by Dense Predictive Coding
| Tengda HanWeidi XieAndrew Zisserman
2019-09-10
Towards Understanding the Importance of Shortcut Connections in Residual Networks
Tianyi LiuMinshuo ChenMo ZhouSimon S. DuEnlu ZhouTuo Zhao
2019-09-10
VACL: Variance-Aware Cross-Layer Regularization for Pruning Deep Residual Networks
Shuang GaoXin LiuLung-Sheng ChienWilliam ZhangJose M. Alvarez
2019-09-10
When Single Event Upset Meets Deep Neural Networks: Observations, Explorations, and Remedies
Zheyu YanYiyu ShiWang LiaoMasanori HashimotoXichuan ZhouCheng Zhuo
2019-09-10
CBNet: A Novel Composite Backbone Network Architecture for Object Detection
| Yudong LiuYongtao WangSiwei WangTingTing LiangQijie ZhaoZhi TangHaibin Ling
2019-09-09
LCSCNet: Linear Compressing Based Skip-Connecting Network for Image Super-Resolution
| Wenming YangXuechen ZhangYapeng TianWei WangJing-Hao XueQingmin Liao
2019-09-09
One-to-one Mapping for Unpaired Image-to-image Translation
Zengming ShenS. Kevin ZhouYifan ChenBogdan GeorgescuXuqi LiuThomas S. Huang
2019-09-09
Efficient Neural Architecture Transformation Searchin Channel-Level for Object Detection
Junran PengMing SunZhaoxiang ZhangTieniu TanJunjie Yan
2019-09-05
Semantic Correlation Promoted Shape-Variant Context for Segmentation
Henghui DingXudong JiangBing ShuaiAi Qun LiuGang Wang
2019-09-05
FreeAnchor: Learning to Match Anchors for Visual Object Detection
| Xiaosong ZhangFang WanChang LiuRongrong JiQixiang Ye
2019-09-05
PSDNet and DPDNet: Efficient channel expansion, Depthwise-Pointwise-Depthwise Inverted Bottleneck Block
Guoqing LiMeng ZhangQianru ZhangZiyang ChenWenzhao LiuJiaojie LiXuzhao ShenJianjun LiZhenyu ZhuChau Yuen
2019-09-03
HarDNet: A Low Memory Traffic Network
| Ping ChaoChao-Yang KaoYu-Shan RuanChien-Hsiang HuangYoun-Long Lin
2019-09-03
Learning Rich Representations For Structured Visual Prediction Tasks
Mohammadreza Mostajabi
2019-08-30
Revisiting CycleGAN for semi-supervised segmentation
Arnab Kumar MondalAniket AgarwalJose DolzChristian Desrosiers
2019-08-30
ApproxNet: Content and Contention-Aware Video Analytics System for Embedded Clients
Ran XuRakesh KumarPengcheng WangPeter BaiGanga MeghanathSomali ChaterjiSubrata MitraSaurabh Bagchi
2019-08-28
Temporal Reasoning Graph for Activity Recognition
Jingran ZhangFumin ShenXing XuHeng Tao Shen
2019-08-27
Domain-Agnostic Learning with Anatomy-Consistent Embedding for Cross-Modality Liver Segmentation
Junlin YangNicha C. DvornekFan ZhangJuntang ZhuangJulius ChapiroMingDe LinJames S. Duncan
2019-08-27
Confidence Regularized Self-Training
| Yang ZouZhiding YuXiaofeng LiuB. V. K. Vijaya KumarJinsong Wang
2019-08-26
Constructing Self-motivated Pyramid Curriculums for Cross-Domain Semantic Segmentation: A Non-Adversarial Approach
| Qing LianFengmao LvLixin DuanBoqing Gong
2019-08-26
Learning Disentangled Representations via Independent Subspaces
Maren AwiszusHanno AckermannBodo Rosenhahn
2019-08-26
Cross-modality Knowledge Transfer for Prostate Segmentation from CT Scans
Yucheng LiuNaji KhosravanYulin LiuJoseph StemberJonathan ShoagChristopher E. BarbieriUlas BagciSachin Jambawalikar
2019-08-26
SliderGAN: Synthesizing Expressive Face Images by Sliding 3D Blendshape Parameters
Evangelos VerverasStefanos Zafeiriou
2019-08-26
CycleGAN with a Blur Kernel for Deconvolution Microscopy: Optimal Transport Geometry
Sungjun LimHyoungjun ParkSang-Eun LeeSunghoe ChangJong Chul Ye
2019-08-26
Mish: A Self Regularized Non-Monotonic Neural Activation Function
| Diganta Misra
2019-08-23
InstaBoost: Boosting Instance Segmentation via Probability Map Guided Copy-Pasting
| Hao-Shu FangJianhua SunRunzhong WangMinghao GouYong-Lu LiCewu Lu
2019-08-21
Action recognition with spatial-temporal discriminative filter banks
Brais MartinezDavide ModoloYuanjun XiongJoseph Tighe
2019-08-20
Deep High-Resolution Representation Learning for Visual Recognition
| Jingdong WangKe SunTianheng ChengBorui JiangChaorui DengYang ZhaoDong LiuYadong MuMingkui TanXinggang WangWenyu LiuBin Xiao
2019-08-20