前言 Anchor-free 目标检测是目标检测近几年的主流趋势之一，本文将分享一个汇总了最近几年所有Anchor-free论文的github项目。
Anchor-free目标检测

项目作者：Xin Zhang, Xuesong Wang, nuo xu

 

https://github.com/XinZhangNLPR/awesome-anchor-free-object-detection

 

本项目共计涵盖 24篇anchor-free目标检测论文，其中论文大多为顶会且已开源！

 

  • 论文以年份进行归类划分（从2015到2020）

  • 每篇论文给出了是否收录的状态（如arXiv，CVPR）

  • 已开源的论文给出了相应实现的框架名称（如PyTorch）

  • 已开源的论文star数量>100，则带有 🔥 标识

     

2020

  • [arXiv] AutoAssign: Differentiable Label Assignment for Dense Object Detection.

  • [arXiv] RepPoints V2: Verification Meets Regression for Object Detection. [pytorch]🔥

  • [ECCV] Corner Proposal Network for Anchor-free, Two-stage Object Detection. [Available soon]

  • [ECCV] HoughNet: Integrating near and long-range evidence for bottom-up object detection. [pytorch]

  • [CVPR] Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection. [pytorch]🔥

  • [CVPR] Soft Anchor-Point Object Detection. [Keras]

  • [CVPR] CentripetalNet: Pursuing High-quality Keypoint Pairs for Object Detection. [pytorch]🔥

  • [arXiv] SaccadeNet: A Fast and Accurate Object Detector. [pytorch]

  • [arXiv] Localization Uncertainty Estimation for Anchor-Free Object Detection.

  • [ECCV] Dense RepPoints: Representing Visual Objects with Dense Point Sets. [pytorch]

  • [ECCV] BorderDet: Border Feature for Dense Object Detection. [pytorch]🔥

 

2019

  • [ICCV] RepPoints: Point Set Representation for Object Detection. [pytorch]🔥

  • [arXiv] Segmentation is All You Need.

  • [arXiv] FCOS: Fully Convolutional One-Stage Object Detection. [pytorch]🔥

  • [arXiv] CenterNet: Keypoint Triplets for Object Detection. [pytorch]🔥

  • [arXiv] Objects as Points. [pytorch]🔥

  • [arXiv] FoveaBox: Beyond Anchor-based Object Detector. [pytorch]🔥

  • [CVPR] Feature Selective Anchor-Free Module for Single-Shot Object Detection. [pytorch]🔥

  • [arXiv] ExtremeNet: Bottom-up Object Detection by Grouping Extreme and Center Points. [pytorch]🔥

     

2018

  • [ECCV] CornerNet: Detecting Objects as Paired Keypoints. [pytorch]🔥

  • [arXiv] An Anchor-Free Region Proposal Network for Faster R-CNN based Text Detection Approaches.

     

2016

  • [CVPR] You Only Look Once: Unified, Real-Time Object Detection. [tensorflow] [darknet]🔥

  • [acm multimedia] UnitBox: An Advanced Object Detection Network. [tensorflow]

     

2015

  • [arXiv] DenseBox: Unifying Landmark Localization with End to End Object Detection. [caffe]

 

链接：

https://github.com/XinZhangNLPR/awesome-anchor-free-object-detection

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