| # 模型库和基线 | |
| # 内容 | |
| - [基础设置](#基础设置) | |
| - [测试环境](#测试环境) | |
| - [通用设置](#通用设置) | |
| - [训练策略](#训练策略) | |
| - [ImageNet预训练模型](#ImageNet预训练模型) | |
| - [基线](#基线) | |
| - [目标检测](#目标检测) | |
| - [实例分割](#实例分割) | |
| - [PaddleYOLO](#PaddleYOLO) | |
| - [人脸检测](#人脸检测) | |
| - [旋转框检测](#旋转框检测) | |
| - [关键点检测](#关键点检测) | |
| - [多目标跟踪](#多目标跟踪) | |
| # 基础设置 | |
| ## 测试环境 | |
| - Python 3.7 | |
| - PaddlePaddle 每日版本 | |
| - CUDA 10.1 | |
| - cuDNN 7.5 | |
| - NCCL 2.4.8 | |
| ## 通用设置 | |
| - 所有模型均在COCO17数据集中训练和测试。 | |
| - [YOLOv5](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov5)、[YOLOv6](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov6)、[YOLOv7](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov7)和[YOLOv8](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov8)这几类模型的代码在[PaddleYOLO](https://github.com/PaddlePaddle/PaddleYOLO)中，**PaddleYOLO库开源协议为GPL 3.0**。 | |
| - 除非特殊说明，所有ResNet骨干网络采用[ResNet-B](https://arxiv.org/pdf/1812.01187)结构。 | |
| - **推理时间(fps)**: 推理时间是在一张Tesla V100的GPU上通过'tools/eval.py'测试所有验证集得到，单位是fps(图片数/秒), cuDNN版本是7.5，包括数据加载、网络前向执行和后处理, batch size是1。 | |
| ## 训练策略 | |
| - 我们采用和[Detectron](https://github.com/facebookresearch/Detectron/blob/master/MODEL_ZOO.md#training-schedules)相同的训练策略。 | |
| - 1x 策略表示：在总batch size为8时，初始学习率为0.01，在8 epoch和11 epoch后学习率分别下降10倍，最终训练12 epoch。 | |
| - 2x 策略为1x策略的两倍，同时学习率调整的epoch数位置也为1x的两倍。 | |
| ## ImageNet预训练模型 | |
| Paddle提供基于ImageNet的骨架网络预训练模型。所有预训练模型均通过标准的Imagenet-1k数据集训练得到，ResNet和MobileNet等是采用余弦学习率调整策略或SSLD知识蒸馏训练得到的高精度预训练模型，可在[PaddleClas](https://github.com/PaddlePaddle/PaddleClas)查看模型细节。 | |
| # 基线 | |
| ## 目标检测 | |
| ### Faster R-CNN | |
| 请参考[Faster R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/faster_rcnn/) | |
| ### YOLOv3 | |
| 请参考[YOLOv3](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/yolov3/) | |
| ### PP-YOLOE/PP-YOLOE+ | |
| 请参考[PP-YOLOE](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/ppyoloe/) | |
| ### PP-YOLO/PP-YOLOv2 | |
| 请参考[PP-YOLO](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/ppyolo/) | |
| ### PicoDet | |
| 请参考[PicoDet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/picodet) | |
| ### RetinaNet | |
| 请参考[RetinaNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/retinanet/) | |
| ### Cascade R-CNN | |
| 请参考[Cascade R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/cascade_rcnn) | |
| ### SSD/SSDLite | |
| 请参考[SSD](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/ssd/) | |
| ### FCOS | |
| 请参考[FCOS](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/fcos/) | |
| ### CenterNet | |
| 请参考[CenterNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/centernet/) | |
| ### TTFNet/PAFNet | |
| 请参考[TTFNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/ttfnet/) | |
| ### Group Normalization | |
| 请参考[Group Normalization](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/gn/) | |
| ### Deformable ConvNets v2 | |
| 请参考[Deformable ConvNets v2](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/dcn/) | |
| ### HRNets | |
| 请参考[HRNets](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/hrnet/) | |
| ### Res2Net | |
| 请参考[Res2Net](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/res2net/) | |
| ### ConvNeXt | |
| 请参考[ConvNeXt](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/convnext/) | |
| ### GFL | |
| 请参考[GFL](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/gfl) | |
| ### TOOD | |
| 请参考[TOOD](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/tood) | |
| ### PSS-DET(RCNN-Enhance) | |
| 请参考[PSS-DET](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rcnn_enhance) | |
| ### DETR | |
| 请参考[DETR](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/detr) | |
| ### Deformable DETR | |
| 请参考[Deformable DETR](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/deformable_detr) | |
| ### Sparse R-CNN | |
| 请参考[Sparse R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/sparse_rcnn) | |
| ### Vision Transformer | |
| 请参考[Vision Transformer](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/vitdet) | |
| ### DINO | |
| 请参考[DINO](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/dino) | |
| ### YOLOX | |
| 请参考[YOLOX](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/yolox) | |
| ### YOLOF | |
| 请参考[YOLOF](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/yolof) | |
| ## 实例分割 | |
| ### Mask R-CNN | |
| 请参考[Mask R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mask_rcnn/) | |
| ### Cascade R-CNN | |
| 请参考[Cascade R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/cascade_rcnn) | |
| ### SOLOv2 | |
| 请参考[SOLOv2](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/solov2/) | |
| ### QueryInst | |
| 请参考[QueryInst](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/queryinst) | |
| ## [PaddleYOLO](https://github.com/PaddlePaddle/PaddleYOLO) | |
| 请参考[PaddleYOLO模型库](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/docs/MODEL_ZOO_cn.md) | |
| ### YOLOv5 | |
| 请参考[YOLOv5](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov5) | |
| ### YOLOv6(v3.0) | |
| 请参考[YOLOv6](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov6) | |
| ### YOLOv7 | |
| 请参考[YOLOv7](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov7) | |
| ### YOLOv8 | |
| 请参考[YOLOv8](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov8) | |
| ### RTMDet | |
| 请参考[RTMDet](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/rtmdet) | |
| ## 人脸检测 | |
| 请参考[人脸检测模型库](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/face_detection) | |
| ### BlazeFace | |
| 请参考[BlazeFace](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/face_detection/) | |
| ## 旋转框检测 | |
| 请参考[旋转框检测模型库](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rotate) | |
| ### PP-YOLOE-R | |
| 请参考[PP-YOLOE-R](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rotate/ppyoloe_r) | |
| ### FCOSR | |
| 请参考[FCOSR](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rotate/fcosr) | |
| ### S2ANet | |
| 请参考[S2ANet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rotate/s2anet) | |
| ## 关键点检测 | |
| 请参考[关键点检测模型库](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint) | |
| ### PP-TinyPose | |
| 请参考[PP-TinyPose](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint/tiny_pose) | |
| ### HRNet | |
| 请参考[HRNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint/hrnet) | |
| ### Lite-HRNet | |
| 请参考[Lite-HRNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint/lite_hrnet) | |
| ### HigherHRNet | |
| 请参考[HigherHRNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint/higherhrnet) | |
| ## 多目标跟踪 | |
| 请参考[多目标跟踪模型库](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot) | |
| ### DeepSORT | |
| 请参考[DeepSORT](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/deepsort) | |
| ### ByteTrack | |
| 请参考[ByteTrack](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/bytetrack) | |
| ### OC-SORT | |
| 请参考[OC-SORT](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/ocsort) | |
| ### BoT-SORT | |
| 请参考[BoT-SORT](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/botsort) | |
| ### CenterTrack | |
| 请参考[CenterTrack](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/centertrack) | |
| ### FairMOT/MC-FairMOT | |
| 请参考[FairMOT](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/fairmot) | |
| ### JDE | |
| 请参考[JDE](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/jde) | |