YOLOv3

Introduced by Redmon et al. in YOLOv3: An Incremental Improvement

YOLOv3 is a real-time, single-stage object detection model that builds on YOLOv2 with several improvements. Improvements include the use of a new backbone network, Darknet-53 that utilises residual connections, or in the words of the author, "those newfangled residual network stuff", as well as some improvements to the bounding box prediction step, and use of three different scales from which to extract features (similar to an FPN).

Source: YOLOv3: An Incremental Improvement

Latest Papers

PAPER DATE
A System for Automatic Rice Disease Detectionfrom Rice Paddy Images Serviced via a Chatbot
Pitchayagan TemniranratKantip KiratiratanaprukApichon KitvimonratWasin SinthupinyoSujin Patarapuwadol
2020-11-21
Scaled-YOLOv4: Scaling Cross Stage Partial Network
| Chien-Yao WangAlexey BochkovskiyHong-Yuan Mark Liao
2020-11-16
FRDet: Balanced and Lightweight Object Detector based on Fire-Residual Modules for Embedded Processor of Autonomous Driving
Seontaek OhJi-Hwan YouYoung-Keun Kim
2020-11-16
Real-Time Polyp Detection, Localisation and Segmentation in Colonoscopy Using Deep Learning
Debesh JhaSharib AliHåvard D. JohansenDag D. JohansenJens RittscherMichael A. RieglerPål Halvorsen
2020-11-15
Real-time object detection method based on improved YOLOv4-tiny
Zicong JiangLiquan ZhaoShuaiyang LiYanfei Jia
2020-11-09
An improved helmet detection method for YOLOv3 on an unbalanced dataset
Rui GengYixuan MaWanhong Huang
2020-11-09
Handgun detection using combined human pose and weapon appearance
Jesus Ruiz-SantaquiteriaAlberto Velasco-MataNoelia VallezGloria BuenoJuan Antonio AlvarezOscar Deniz
2020-10-26
ApproxDet: Content and Contention-Aware Approximate Object Detection for Mobiles
ran XuChen-Lin ZhangPengcheng WangJayoung LeeSubrata MitraSomali ChaterjiYin LiSaurabh Bagchi
2020-10-21
Long-distance tiny face detection based on enhanced YOLOv3 for unmanned system
Jia-Yi ChangYan-Feng LuYa-Jun LiuBo ZhouHong Qiao
2020-10-09
YOdar: Uncertainty-based Sensor Fusion for Vehicle Detection with Camera and Radar Sensors
Kamil KowolMatthias RottmannStefan BrackeHanno Gottschalk
2020-10-07
MetaDetect: Uncertainty Quantification and Prediction Quality Estimates for Object Detection
Marius SchubertKarsten KahlMatthias Rotmann
2020-10-04
Detecting soccer balls with reduced neural networks: a comparison of multiple architectures under constrained hardware scenarios
Douglas De Rizzo MeneghettiThiago Pedro Donadon HomemJonas Henrique Renolfi de OliveiraIsaac Jesus da SilvaDanilo Hernani PericoReinaldo Augusto da Costa Bianchi
2020-09-28
A Mobile App for Wound Localization using Deep Learning
D. M. AnisuzzamanYash PatelJeffrey NiezgodaSandeep GopalakrishnanZeyun Yu
2020-09-15
YOLObile: Real-Time Object Detection on Mobile Devices via Compression-Compilation Co-Design
Yuxuan CaiHongjia LiGeng YuanWei NiuYanyu LiXulong TangBin RenYanzhi Wang
2020-09-12
Stochastic-YOLO: Efficient Probabilistic Object Detection under Dataset Shifts
Tiago AzevedoRené de JongPartha Maji
2020-09-07
LogoDet-3K: A Large-Scale Image Dataset for Logo Detection
Jing WangWeiqing MinSujuan HouShengnan MaYuanjie ZhengShuqiang Jiang
2020-08-12
Object Detection and Tracking Algorithms for Vehicle Counting: A Comparative Analysis
Vishal MandalYaw Adu-Gyamfi
2020-07-31
PP-YOLO: An Effective and Efficient Implementation of Object Detector
| Xiang LongKaipeng DengGuanzhong WangYang ZhangQingqing DangYuan GaoHui ShenJianguo RenShumin HanErrui DingShilei Wen
2020-07-23
SLAP: Improving Physical Adversarial Examples with Short-Lived Adversarial Perturbations
Giulio LovisottoHenry TurnerIvo SluganovicMartin StrohmeierIvan Martinovic
2020-07-08
Autonomous and cooperative design of the monitor positions for a team of UAVs to maximize the quantity and quality of detected objects
| Dimitrios I. KoutrasAthanasios Ch. KapoutsisElias B. Kosmatopoulos
2020-07-02
Expandable YOLO: 3D Object Detection from RGB-D Images
Masahiro TakahashiAlessandro MoroYonghoon JiKazunori Umeda
2020-06-26
Few-shot Object Detection on Remote Sensing Images
Jingyu DengXiang LiYi Fang
2020-06-14
Black-box Explanation of Object Detectors via Saliency Maps
Vitali PetsiukRajiv JainVarun ManjunathaVlad I. MorariuAshutosh MehraVicente OrdonezKate Saenko
2020-06-05
Efficient refinements on YOLOv3 for real-time detection and assessment of diabetic foot Wagner grades
Aifu HanYongze ZhangAjuan LiChangjin LiFengying ZhaoQiujie DongQin LiuYanting LiuXimei ShenSunjie YanShengzong Zhou
2020-06-03
Poly-YOLO: higher speed, more precise detection and instance segmentation for YOLOv3
Petr HurtikVojtech MolekJan HulaMarek VajglPavel VlasanekTomas Nejezchleba
2020-05-27
Apple Defect Detection Using Deep Learning Based Object Detection For Better Post Harvest Handling
Paolo Valdez
2020-05-12
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
YOLOv4: Optimal Speed and Accuracy of Object Detection
| Alexey BochkovskiyChien-Yao WangHong-Yuan Mark Liao
2020-04-23
WQT and DG-YOLO: towards domain generalization in underwater object detection
Hong LiuPinhao SongRunwei Ding
2020-04-14
Improved YOLOv3 Object Classification in Intelligent Transportation System
Yang ZhangChanghui HuXiaobo Lu
2020-04-08
Effect of Annotation Errors on Drone Detection with YOLOv3
| Aybora KoksalKutalmis Gokalp InceA. Aydin Alatan
2020-04-02
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
Fast and Regularized Reconstruction of Building Façades from Street-View Images using Binary Integer Programming
Han HuLibin WangMier ZhangYulin DingQing Zhu
2020-02-20
Real-Time target detection in maritime scenarios based on YOLOv3 model
Alessandro BettiBenedetto MichelozziAndrea BracciAndrea Masini
2020-02-10
Real-Time Object Detection and Recognition on Low-Compute Humanoid Robots using Deep Learning
Sayantan ChatterjeeFaheem H. ZunjaniSouvik SenGora C. Nandi
2020-01-20
RSnet: An improvement for Darknet
Shengquan WangAng LiJiying ChenBaoyu ZhengJiaxin JiLi Xianglong
2020-01-16
A Novel Automation-Assisted Cervical Cancer Reading Method Based on Convolutional Neural Network
Yao XiangWanxin SunChangli PanMeng YanZhihua YinYixiong Liang
2019-12-14
Learning Spatial Fusion for Single-Shot Object Detection
| Songtao LiuDi HuangYunhong Wang
2019-11-21
AI-based Pilgrim Detection using Convolutional Neural Networks
Marwa Ben JabraAdel AmmarAnis KoubaaOmar CheikhrouhouHabib Hamam
2019-11-18
Activity Monitoring of Islamic Prayer (Salat) Postures using Deep Learning
Anis KoubaaAdel AmmarBilel BenjdiraAbdullatif Al-HadidBelal KawafSaleh Ali Al-YahriAbdelrahman BabikerKoutaiba AssafMohannad Ba Ras
2019-11-11
On the Interaction Between Deep Detectors and Siamese Trackers in Video Surveillance
Madhu KiranVivek TiwariLe Thanh Nguyen-MeidineEric Granger
2019-10-31
Aerial Images Processing for Car Detection using Convolutional Neural Networks: Comparison between Faster R-CNN and YoloV3
Adel AmmarAnis KoubaaMohanned AhmedAbdulrahman Saad
2019-10-16
OmniTrack: Real-time detection and tracking of objects, text and logos in video
Hannes FassoldRidouane Ghermi
2019-10-14
Deep Neural Network Compression for Image Classification and Object Detection
| Georgios TzelepisAhraz AsifSaimir BaciSelcuk CavdarEren Erdal Aksoy
2019-10-07
YOLO Nano: a Highly Compact You Only Look Once Convolutional Neural Network for Object Detection
| Alexander WongMahmoud FamuoriMohammad Javad ShafieeFrancis LiBrendan ChwylJonathan Chung
2019-10-03
Kidney Recognition in CT Using YOLOv3
Andréanne Lemay
2019-10-03
Training-Time-Friendly Network for Real-Time Object Detection
| Zili LiuTu ZhengGuodong XuZheng YangHaifeng LiuDeng Cai
2019-09-02
HishabNet: Detection, Localization and Calculation of Handwritten Bengali Mathematical Expressions
Md Nafee Al IslamSiamul Karim Khan
2019-09-02
A Fast and Accurate One-Stage Approach to Visual Grounding
Zhengyuan YangBoqing GongLiwei WangWenbing HuangDong YuJiebo Luo
2019-08-18
Explicit Shape Encoding for Real-Time Instance Segmentation
| Wenqiang XuHaiyang WangFubo QiCewu Lu
2019-08-12
Dynamic Region Division for Adaptive Learning Pedestrian Counting
Gaoqi HeZhenwei MaBinhao HuangBin ShengYubo Yuan
2019-08-12
SlimYOLOv3: Narrower, Faster and Better for Real-Time UAV Applications
| Pengyi ZhangYunxin ZhongXiaoqiong Li
2019-07-25
On Physical Adversarial Patches for Object Detection
Mark LeeZico Kolter
2019-06-20
Assisted Excitation of Activations: A Learning Technique to Improve Object Detectors
Mohammad Mahdi DerakhshaniSaeed MasoudniaAmir Hossein ShakerOmid MersaMohammad Amin SadeghiMohammad RastegariBabak N. Araabi
2019-06-12
FSD: Feature Skyscraper Detector for Stem End and Blossom End of Navel Orange
Xiaoye SunGongyan LiShaoyun Xu
2019-05-24
Gaussian YOLOv3: An Accurate and Fast Object Detector Using Localization Uncertainty for Autonomous Driving
| Jiwoong ChoiDayoung ChunHyun KimHyuk-Jae Lee
2019-04-09
FCOS: Fully Convolutional One-Stage Object Detection
| Zhi TianChunhua ShenHao ChenTong He
2019-04-02
Integrating NVIDIA Deep Learning Accelerator (NVDLA) with RISC-V SoC on FireSim
| Farzad FarshchiQijing HuangHeechul Yun
2019-03-05
Bag of Freebies for Training Object Detection Neural Networks
| Zhi ZhangTong HeHang ZhangZhongyue ZhangJunyuan XieMu Li
2019-02-11
Car Detection using Unmanned Aerial Vehicles: Comparison between Faster R-CNN and YOLOv3
| Bilel BenjdiraTaha KhursheedAnis KoubaaAdel AmmarKais Ouni
2018-12-28
Strike (with) a Pose: Neural Networks Are Easily Fooled by Strange Poses of Familiar Objects
| Michael A. AlcornQi LiZhitao GongChengfei WangLong MaiWei-Shinn KuAnh Nguyen
2018-11-28
YOLOv3: An Incremental Improvement
| Joseph RedmonAli Farhadi
2018-04-08

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