🔥🔥🔥 This repository lists some awesome Anchor-Free object detection series projects.
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YOLO (Darknet
) : "You Only Look Once: Unified, Real-Time Object Detection". (CVPR 2016)
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CornerNet
: "CornerNet: Detecting Objects as Paired Keypoints". (ECCV 2018)
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xingyizhou/CenterNet
: "Objects as Points". (arXiv 2019)
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Duankaiwen/CenterNet
: "CenterNet: Keypoint Triplets for Object Detection". (ICCV 2019)
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FreeAnchor
: "FreeAnchor: Learning to Match Anchors for Visual Object Detection". (NeurIPS 2019)
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FCOS
: "FCOS: Fully Convolutional One-Stage Object Detection". (ICCV 2019, IEEE TPAMI 2021)
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ExtremeNet
: "Bottom-up Object Detection by Grouping Extreme and Center Points". (CVPR 2019)
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RepPoints
: "Bottom-up Object Detection by Grouping Extreme and Center Points". (ICCV 2019)
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CenterNet3d
: "CenterNet3D: An Anchor free Object Detector for Autonomous Driving". (arXiv 2020)
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CenterMask
: "CenterMask: Real-Time Anchor-Free Instance Segmentation". (CVPR 2020)
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AutoAssign
: "AutoAssign: Differentiable Label Assignment for Dense Object Detection". (arXiv 2020)
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BorderDet
: "BorderDet: Border Feature for Dense Object Detection". (ECCV 2020)
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Dense-RepPoints
: "Dense Reppoints: Representing Visual Objects with Dense Point Sets". (ECCV 2020)
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sfzhang15/ATSS
: "Bridging the Gap Between Anchor-based and Anchor-free Detection via Adaptive Training Sample Selection". (CVPR 2020)
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RepPointsV2
: "RepPoints V2: Verification Meets Regression for Object Detection". (NeurIPS 2020)
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GFocal
: "Generalized Focal Loss: Learning Qualified and Distributed Bounding Boxes for Dense Object Detection". (NeurIPS 2020)
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DETR
: "End-to-end object detection with transformers". (ECCV 2020)
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CenterNet2
: "Probabilistic two-stage detection". (arXiv 2021)
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OneNet
: "What Makes for End-to-End Object Detection?". (ICML 2021)
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Sparse R-CNN
: "Sparse R-CNN: End-to-End Object Detection with Learnable Proposals". (CVPR 2021)
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DeFCN
: "End-to-End Object Detection with Fully Convolutional Network". (CVPR 2021)
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YOLOX
: "YOLOX: Exceeding YOLO Series in 2021". (arXiv 2021)
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YOLOR
: "You Only Learn One Representation: Unified Network for Multiple Tasks". (arXiv 2021)
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DAFNe
: "DAFNe: A One-Stage Anchor-Free Deep Model for Oriented Object Detection". (arXiv 2021)
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FCAF3D
: "FCAF3D: Fully Convolutional Anchor-Free 3D Object Detection". (arXiv 2021)
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NanoDet-Plus
: NanoDet-Plus⚡Super fast and lightweight anchor-free object detection model. 🔥Only 980 KB(int8) / 1.8MB (fp16) and run 97FPS on cellphone🔥.
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ByteTrack
: "ByteTrack: Multi-Object Tracking by Associating Every Detection Box". (arXiv 2021)
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FII-CenterNet
: "FII-CenterNet: An Anchor-Free Detector With Foreground Attention for Traffic Object Detection". (IEEE TVT 2021)
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CenterNet++
: "CenterNet++ for Object Detection". (arXiv 2022)
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dog-qiuqiu/FastestDet
: ⚡ 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)
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AIRDet
: Welcome to AIRDet! AIRDet is an efficiency-oriented anchor-free object detector, aims to enable robust object detection in various industry scene.
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YOLOv6
: "YOLOv6: A Single-Stage Object Detection Framework for Industrial Applications". (arXiv 2022). "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》"。 "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 》"。 "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》"
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YOLOX-PAI
: "YOLOX-PAI: An Improved YOLOX, Stronger and Faster than YOLOv6". (arXiv 2022). "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》"
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TracKit
: "Ocean: Object-aware Anchor-free Tracking". (ECCV 2020)
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CenterTrack
: "Tracking Objects as Points". (ECCV 2020)
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FairMOT
: "FairMOT: On the Fairness of Detection and Re-Identification in Multiple Object Tracking". (IJCV 2021)
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TraDeS
: "Track to Detect and Segment: An Online Multi-Object Tracker". (CVPR 2021)
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DSFNet
: "DSFNet: Dynamic and Static Fusion Network for Moving Object Detection in Satellite Videos". (IEEE Geoscience and Remote Sensing Letters 2021)
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CaptainEven/MCMOT
: Real time one-stage multi-class & multi-object tracking based on anchor-free detection and ReID.
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DataXujing/CornerNet-Lite-Pytorch
: 🚨🚨🚨 CornerNet:基于虚拟仿真环境下的自动驾驶交通标志识别。
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HaiNguyen2903/CenterFace
: Using free anchor method to solve Object Detection problem.
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Bigtuo/YOLOX-Lite
: 将YOLOv5-Lite代码中的head更换为YOLOX head。
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DSFNet
: "DSFNet: Dynamic and Static Fusion Network for Moving Object Detection in Satellite Videos". (IEEE Geoscience and Remote Sensing Letters 2021)
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XinZhangNLPR/awesome-anchor-free-object-detection
: In this project, we focus on collection the anchor free object detection paper or code.
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VCBE123/AnchorFreeDetection
: list the paper for recently anchor free detector.