| # Model Zoos and Baselines | |
| # Content | |
| - [Basic Settings](#Basic-Settings) | |
| - [Test Environment](#Test-Environment) | |
| - [General Settings](#General-Settings) | |
| - [Training strategy](#Training-strategy) | |
| - [ImageNet pretraining model](#ImageNet-pretraining-model) | |
| - [Baseline](#Baseline) | |
| - [Object Detection](#Object-Detection) | |
| - [Instance Segmentation](#Instance-Segmentation) | |
| - [PaddleYOLO](#PaddleYOLO) | |
| - [Face Detection](#Face-Detection) | |
| - [Rotated Object detection](#Rotated-Object-detection) | |
| - [KeyPoint Detection](#KeyPoint-Detection) | |
| - [Multi Object Tracking](#Multi-Object-Tracking) | |
| # Basic Settings | |
| ## Test Environment | |
| - Python 3.7 | |
| - PaddlePaddle Daily version | |
| - CUDA 10.1 | |
| - cuDNN 7.5 | |
| - NCCL 2.4.8 | |
| ## General Settings | |
| - All models were trained and tested in the COCO17 dataset. | |
| - The codes of [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) and [YOLOv8](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov8) can be found in [PaddleYOLO](https://github.com/PaddlePaddle/PaddleYOLO). Note that **the LICENSE of PaddleYOLO is GPL 3.0**. | |
| - Unless special instructions, all the ResNet backbone network using [ResNet-B](https://arxiv.org/pdf/1812.01187) structure. | |
| - **Inference time (FPS)**: The reasoning time was calculated on a Tesla V100 GPU by `tools/eval.py` testing all validation sets in FPS (number of pictures/second). CuDNN version is 7.5, including data loading, network forward execution and post-processing, and Batch size is 1. | |
| ## Training strategy | |
| - We adopt and [Detectron](https://github.com/facebookresearch/Detectron/blob/master/MODEL_ZOO.md#training-schedules) in the same training strategy. | |
| - 1x strategy indicates that when the total batch size is 8, the initial learning rate is 0.01, and the learning rate decreases by 10 times after 8 epoch and 11 epoch, respectively, and the final training is 12 epoch. | |
| - 2x strategy is twice as much as strategy 1x, and the learning rate adjustment position of epochs is twice as much as strategy 1x. | |
| ## ImageNet pretraining model | |
| Paddle provides a skeleton network pretraining model based on ImageNet. All pre-training models were trained by standard Imagenet 1K dataset. ResNet and MobileNet are high-precision pre-training models obtained by cosine learning rate adjustment strategy or SSLD knowledge distillation training. Model details are available at [PaddleClas](https://github.com/PaddlePaddle/PaddleClas). | |
| # Baseline | |
| ## Object Detection | |
| ### Faster R-CNN | |
| Please refer to [Faster R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/faster_rcnn/) | |
| ### YOLOv3 | |
| Please refer to [YOLOv3](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/yolov3/) | |
| ### PP-YOLOE/PP-YOLOE+ | |
| Please refer to [PP-YOLOE](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/ppyoloe/) | |
| ### PP-YOLO/PP-YOLOv2 | |
| Please refer to [PP-YOLO](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/ppyolo/) | |
| ### PicoDet | |
| Please refer to [PicoDet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/picodet) | |
| ### RetinaNet | |
| Please refer to [RetinaNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/retinanet/) | |
| ### Cascade R-CNN | |
| Please refer to [Cascade R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/cascade_rcnn) | |
| ### SSD/SSDLite | |
| Please refer to [SSD](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/ssd/) | |
| ### FCOS | |
| Please refer to [FCOS](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/fcos/) | |
| ### CenterNet | |
| Please refer to [CenterNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/centernet/) | |
| ### TTFNet/PAFNet | |
| Please refer to [TTFNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/ttfnet/) | |
| ### Group Normalization | |
| Please refer to [Group Normalization](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/gn/) | |
| ### Deformable ConvNets v2 | |
| Please refer to [Deformable ConvNets v2](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/dcn/) | |
| ### HRNets | |
| Please refer to [HRNets](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/hrnet/) | |
| ### Res2Net | |
| Please refer to [Res2Net](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/res2net/) | |
| ### ConvNeXt | |
| Please refer to [ConvNeXt](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/convnext/) | |
| ### GFL | |
| Please refer to [GFL](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/gfl) | |
| ### TOOD | |
| Please refer to [TOOD](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/tood) | |
| ### PSS-DET(RCNN-Enhance) | |
| Please refer to [PSS-DET](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rcnn_enhance) | |
| ### DETR | |
| Please refer to [DETR](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/detr) | |
| ### Deformable DETR | |
| Please refer to [Deformable DETR](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/deformable_detr) | |
| ### Sparse R-CNN | |
| Please refer to [Sparse R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/sparse_rcnn) | |
| ### Vision Transformer | |
| Please refer to [Vision Transformer](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/vitdet) | |
| ### DINO | |
| Please refer to [DINO](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/dino) | |
| ### YOLOX | |
| Please refer to [YOLOX](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/yolox) | |
| ### YOLOF | |
| Please refer to [YOLOF](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/yolof) | |
| ## Instance-Segmentation | |
| ### Mask R-CNN | |
| Please refer to [Mask R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mask_rcnn/) | |
| ### Cascade R-CNN | |
| Please refer to [Cascade R-CNN](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/cascade_rcnn) | |
| ### SOLOv2 | |
| Please refer to [SOLOv2](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/solov2/) | |
| ### QueryInst | |
| Please refer to [QueryInst](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/queryinst) | |
| ## [PaddleYOLO](https://github.com/PaddlePaddle/PaddleYOLO) | |
| Please refer to [Model Zoo for PaddleYOLO](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/docs/MODEL_ZOO_en.md) | |
| ### YOLOv5 | |
| Please refer to [YOLOv5](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov5) | |
| ### YOLOv6(v3.0) | |
| Please refer to [YOLOv6](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov6) | |
| ### YOLOv7 | |
| Please refer to [YOLOv7](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov7) | |
| ### YOLOv8 | |
| Please refer to [YOLOv7](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/yolov8) | |
| ### RTMDet | |
| Please refer to [RTMDet](https://github.com/PaddlePaddle/PaddleYOLO/tree/develop/configs/rtmdet) | |
| ## Face Detection | |
| Please refer to [Model Zoo for Face Detection](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/face_detection) | |
| ### BlazeFace | |
| Please refer to [BlazeFace](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/face_detection/) | |
| ## Rotated Object detection | |
| Please refer to [Model Zoo for Rotated Object Detection](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rotate) | |
| ### PP-YOLOE-R | |
| Please refer to [PP-YOLOE-R](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rotate/ppyoloe_r) | |
| ### FCOSR | |
| Please refer to [FCOSR](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rotate/fcosr) | |
| ### S2ANet | |
| Please refer to [S2ANet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/rotate/s2anet) | |
| ## KeyPoint Detection | |
| Please refer to [Model Zoo for KeyPoint Detection](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint) | |
| ### PP-TinyPose | |
| Please refer to [PP-TinyPose](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint/tiny_pose) | |
| ### HRNet | |
| Please refer to [HRNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint/hrnet) | |
| ### Lite-HRNet | |
| Please refer to [Lite-HRNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint/lite_hrnet) | |
| ### HigherHRNet | |
| Please refer to [HigherHRNet](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/keypoint/higherhrnet) | |
| ## Multi-Object Tracking | |
| Please refer to [Model Zoo for Multi-Object Tracking](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot) | |
| ### DeepSORT | |
| Please refer to [DeepSORT](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/deepsort) | |
| ### ByteTrack | |
| Please refer to [ByteTrack](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/bytetrack) | |
| ### OC-SORT | |
| Please refer to [OC-SORT](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/ocsort) | |
| ### BoT-SORT | |
| Please refer to [BoT-SORT](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/botsort) | |
| ### CenterTrack | |
| Please refer to [CenterTrack](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/centertrack) | |
| ### FairMOT/MC-FairMOT | |
| Please refer to [FairMOT](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/fairmot) | |
| ### JDE | |
| Please refer to [JDE](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.6/configs/mot/jde) | |