CSPDarknet53

Introduced by Bochkovskiy et al. in YOLOv4: Optimal Speed and Accuracy of Object Detection

CSPDarknet53 is a convolutional neural network and backbone for object detection that uses DarkNet-53. It employs a CSPNet strategy to partition the feature map of the base layer into two parts and then merges them through a cross-stage hierarchy. The use of a split and merge strategy allows for more gradient flow through the network.

This CNN is used as the backbone for YOLOv4.

Source: YOLOv4: Optimal Speed and Accuracy of Object Detection

Latest Papers

PAPER DATE
Scaled-YOLOv4: Scaling Cross Stage Partial Network
| Chien-Yao WangAlexey BochkovskiyHong-Yuan Mark Liao
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
Deep Learning Frameworks for Pavement Distress Classification: A Comparative Analysis
Vishal MandalAbdul Rashid MussahYaw Adu-Gyamfi
2020-10-21
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
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
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
YOLOv4: Optimal Speed and Accuracy of Object Detection
| Alexey BochkovskiyChien-Yao WangHong-Yuan Mark Liao
2020-04-23
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

Tasks

Categories