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awesome-anchor-free-object-detection

A collection of some awesome public Anchor-Free object detection series projects.
https://github.com/coderonion/awesome-anchor-free-object-detection

Last synced: 2 days ago
JSON representation

  • Frameworks

    • CornerNet - vl/CornerNet?style=social"/> : "CornerNet: Detecting Objects as Paired Keypoints". (**[ECCV 2018](https://openaccess.thecvf.com/content_ECCV_2018/html/Hei_Law_CornerNet_Detecting_Objects_ECCV_2018_paper.html)**)
    • xingyizhou/CenterNet
    • Duankaiwen/CenterNet
    • FreeAnchor - Abstract.html)**)
    • FCOS - Stage Object Detection". (**[ICCV 2019](https://openaccess.thecvf.com/content_ICCV_2019/html/Tian_FCOS_Fully_Convolutional_One-Stage_Object_Detection_ICCV_2019_paper.html), [IEEE TPAMI 2021](https://ieeexplore.ieee.org/document/9229517)**)
    • ExtremeNet - up Object Detection by Grouping Extreme and Center Points". (**[CVPR 2019](https://openaccess.thecvf.com/content_CVPR_2019/html/Zhou_Bottom-Up_Object_Detection_by_Grouping_Extreme_and_Center_Points_CVPR_2019_paper.html)**)
    • RepPoints - up Object Detection by Grouping Extreme and Center Points". (**[ICCV 2019](https://openaccess.thecvf.com/content_ICCV_2019/html/Yang_RepPoints_Point_Set_Representation_for_Object_Detection_ICCV_2019_paper.html)**)
    • CenterNet3d
    • CenterMask - Time Anchor-Free Instance Segmentation". (**[CVPR 2020](https://openaccess.thecvf.com/content_CVPR_2020/html/Lee_CenterMask_Real-Time_Anchor-Free_Instance_Segmentation_CVPR_2020_paper.html)**)
    • AutoAssign - BaseDetection/AutoAssign?style=social"/> : "AutoAssign: Differentiable Label Assignment for Dense Object Detection". (**[arXiv 2020](https://arxiv.org/abs/2007.03496)**)
    • BorderDet - BaseDetection/BorderDet?style=social"/> : "BorderDet: Border Feature for Dense Object Detection". (**[ECCV 2020](https://arxiv.org/abs/2007.11056)**)
    • Dense-RepPoints - RepPoints?style=social"/> : "Dense Reppoints: Representing Visual Objects with Dense Point Sets". (**[ECCV 2020](https://www.ecva.net/papers/eccv_2020/papers_ECCV/papers/123660222.pdf)**)
    • sfzhang15/ATSS - based and Anchor-free Detection via Adaptive Training Sample Selection". (**[CVPR 2020](https://openaccess.thecvf.com/content_CVPR_2020/html/Zhang_Bridging_the_Gap_Between_Anchor-Based_and_Anchor-Free_Detection_via_Adaptive_CVPR_2020_paper.html)**)
    • RepPointsV2 - Abstract.html)**)
    • GFocal - Abstract.html)**)
    • DETR - to-end object detection with transformers". (**[ECCV 2020](https://link.springer.com/chapter/10.1007/978-3-030-58452-8_13)**)
    • CenterNet2 - stage detection". (**[arXiv 2021](https://arxiv.org/abs/2103.07461)**)
    • OneNet - to-End Object Detection?". (**[ICML 2021](https://proceedings.mlr.press/v139/sun21b.html)**)
    • Sparse R-CNN - CNN?style=social"/> : "Sparse R-CNN: End-to-End Object Detection with Learnable Proposals". (**[CVPR 2021](https://openaccess.thecvf.com/content/CVPR2021/html/Sun_Sparse_R-CNN_End-to-End_Object_Detection_With_Learnable_Proposals_CVPR_2021_paper.html)**)
    • DeFCN - BaseDetection/DeFCN?style=social"/> : "End-to-End Object Detection with Fully Convolutional Network". (**[CVPR 2021](https://openaccess.thecvf.com/content/CVPR2021/html/Wang_End-to-End_Object_Detection_With_Fully_Convolutional_Network_CVPR_2021_paper.html)**)
    • YOLOX - BaseDetection/YOLOX?style=social"/> : "YOLOX: Exceeding YOLO Series in 2021". (**[arXiv 2021](https://arxiv.org/abs/2107.08430)**)
    • YOLOR
    • DAFNe - lang/DAFNe?style=social"/> : "DAFNe: A One-Stage Anchor-Free Deep Model for Oriented Object Detection". (**[arXiv 2021](https://arxiv.org/abs/2109.06148)**)
    • FCAF3D - Free 3D Object Detection". (**[arXiv 2021](https://arxiv.org/abs/2112.00322)**)
    • AlignPS - Free Person Search". (**[CVPR 2021](https://openaccess.thecvf.com/content/CVPR2021/html/Yan_Anchor-Free_Person_Search_CVPR_2021_paper.html)**)
    • ByteTrack - Object Tracking by Associating Every Detection Box". (**[arXiv 2021](https://arxiv.org/abs/2110.06864)**)
    • FII-CenterNet - CenterNet?style=social"/> : "FII-CenterNet: An Anchor-Free Detector With Foreground Attention for Traffic Object Detection". (**[IEEE TVT 2021](https://ieeexplore.ieee.org/abstract/document/9316984)**)
    • CenterNet++
    • YOLO - Time Object Detection". (**[CVPR 2016](https://www.cv-foundation.org/openaccess/content_cvpr_2016/html/Redmon_You_Only_Look_CVPR_2016_paper.html)**)
    • AIRDet - oriented anchor-free object detector, aims to enable robust object detection in various industry scene.
    • YOLO - Time Object Detection". (**[CVPR 2016](https://www.cv-foundation.org/openaccess/content_cvpr_2016/html/Redmon_You_Only_Look_CVPR_2016_paper.html)**)
    • NanoDet-Plus - Plus⚡Super fast and lightweight anchor-free object detection model. 🔥Only 980 KB(int8) / 1.8MB (fp16) and run 97FPS on cellphone🔥.
    • dog-qiuqiu/FastestDet - qiuqiu/FastestDet?style=social"/> : ⚡ A newly designed ultra lightweight anchor free target detection algorithm， weight only 250K parameters， reduces the time consumption by 10% compared with yolo-fastest, and the post-processing is simpler. (**[知乎 2022](https://zhuanlan.zhihu.com/p/536500269)**)
    • YOLOv6 - Stage Object Detection Framework for Industrial Applications". (**[arXiv 2022](https://arxiv.org/abs/2209.02976)**). "微信公众号「美团技术团队」《[YOLOv6：又快又准的目标检测框架开源啦](https://mp.weixin.qq.com/s/RrQCP4pTSwpTmSgvly9evg)》"。 "微信公众号「美团技术团队」《[目标检测开源框架YOLOv6全面升级，更快更准的2.0版本来啦 ](https://mp.weixin.qq.com/s/9FyvWrHErfgJrVXIC_PKqg)》"。 "微信公众号「集智书童」《[超越YOLOv7 | YOLOv6论文放出，重参+自蒸馏+感知量化+...各种Tricks大放异彩](https://mp.weixin.qq.com/s/DPHC7bO1Q-IKDUqPU7DSJA)》"
    • YOLOX-PAI - PAI: An Improved YOLOX, Stronger and Faster than YOLOv6". (**[arXiv 2022](https://arxiv.org/abs/2208.13040)**). "微信公众号「集智书童」《[YOLOX升级 | 阿里巴巴提出YOLOX-PAI，1ms内精度无敌，超越YOLOv6、PP-YOLOE](https://mp.weixin.qq.com/s/bIu3cYyZ-fVb5iB0bTfyug)》"

  • Applications

    • TracKit - aware Anchor-free Tracking". (**[ECCV 2020](https://arxiv.org/abs/2006.10721)**)
    • CenterTrack
    • FairMOT - Identification in Multiple Object Tracking". (**[IJCV 2021](https://arxiv.org/abs/2004.01888)**)
    • TraDeS - Object Tracker". (**[CVPR 2021](https://openaccess.thecvf.com/content/CVPR2021/html/Wu_Track_To_Detect_and_Segment_An_Online_Multi-Object_Tracker_CVPR_2021_paper.html)**)
    • DSFNet - object-detection-DSFNet?style=social"/> : "DSFNet: Dynamic and Static Fusion Network for Moving Object Detection in Satellite Videos". (**[IEEE Geoscience and Remote Sensing Letters 2021](https://ieeexplore.ieee.org/abstract/document/9594855)**)
    • CaptainEven/MCMOT - Lite-Pytorch?style=social"/> : Real time one-stage multi-class & multi-object tracking based on anchor-free detection and ReID.
    • DataXujing/CornerNet-Lite-Pytorch - Lite-Pytorch?style=social"/> : 🚨🚨🚨 CornerNet:基于虚拟仿真环境下的自动驾驶交通标志识别。
    • HaiNguyen2903/CenterFace
    • Bigtuo/YOLOX-Lite - Lite?style=social"/> : 将YOLOv5-Lite代码中的head更换为YOLOX head。

  • Others

Programming Languages
Python 39 Jupyter Notebook 2
Categories
Frameworks 35 Applications 9 Others 3
Sub Categories
Keywords
object-detection 16 pytorch 12 anchor-free 10 computer-vision 6 one-stage 4 deep-learning 4 real-time 4 yolo 3 detection 3 multi-object-tracking 2 classification 2 tracking 2 openvino 2 ncnn 2 quality-estimation 1 qfl 1 object-recognition 1 neurips-2020 1 inference 1 gfl 1 single-stage 1 coco 1 megengine 1 onnx 1 tensorrt 1 yolov3 1 yolox 1 darknet 1 keypoint-triplets 1 freeanchor 1 neurips-2019 1 fcos 1 iccv2019 1 centermask 1 cvpr2020 1 detectron2 1 instance-segmentation 1 vovnet 1 vovnetv2 1 coco-dataset 1 dense-detector 1 dense-object-detection 1 dfl 1 dirac-delta-distribution 1 focal-loss 1 focalloss 1 generalized-focal-loss 1 multi-class 1 multi-object 1 one-shot 1