third_party/mmyolo/configs/yolov7/metafile.yml

Collections:
  - Name: YOLOv7
    Metadata:
      Training Data: COCO
      Training Techniques:
        - SGD with Nesterov
        - Weight Decay
        - AMP
        - Synchronize BN
      Training Resources: 8x A100 GPUs
      Architecture:
        - EELAN
        - PAFPN
        - RepVGG
    Paper:
      URL: https://arxiv.org/abs/2207.02696
      Title: 'YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors'
    README: configs/yolov7/README.md
    Code:
      URL: https://github.com/open-mmlab/mmyolo/blob/v0.0.1/mmyolo/models/detectors/yolo_detector.py#L12
      Version: v0.0.1

Models:
  - Name: yolov7_tiny_syncbn_fast_8x16b-300e_coco
    In Collection: YOLOv7
    Config: configs/yolov7/yolov7_tiny_syncbn_fast_8x16b-300e_coco.py
    Metadata:
      Training Memory (GB): 2.7
      Epochs: 300
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 37.5
    Weights: https://download.openmmlab.com/mmyolo/v0/yolov7/yolov7_tiny_syncbn_fast_8x16b-300e_coco/yolov7_tiny_syncbn_fast_8x16b-300e_coco_20221126_102719-0ee5bbdf.pth
  - Name: yolov7_l_syncbn_fast_8x16b-300e_coco
    In Collection: YOLOv7
    Config: configs/yolov7/yolov7_l_syncbn_fast_8x16b-300e_coco.py
    Metadata:
      Training Memory (GB): 10.3
      Epochs: 300
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 50.9
    Weights: https://download.openmmlab.com/mmyolo/v0/yolov7/yolov7_l_syncbn_fast_8x16b-300e_coco/yolov7_l_syncbn_fast_8x16b-300e_coco_20221123_023601-8113c0eb.pth
  - Name: yolov7_x_syncbn_fast_8x16b-300e_coco
    In Collection: YOLOv7
    Config: configs/yolov7/yolov7_x_syncbn_fast_8x16b-300e_coco.py
    Metadata:
      Training Memory (GB): 13.7
      Epochs: 300
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 52.8
    Weights: https://download.openmmlab.com/mmyolo/v0/yolov7/yolov7_x_syncbn_fast_8x16b-300e_coco/yolov7_x_syncbn_fast_8x16b-300e_coco_20221124_215331-ef949a68.pth
  - Name: yolov7_w-p6_syncbn_fast_8x16b-300e_coco
    In Collection: YOLOv7
    Config: configs/yolov7/yolov7_w-p6_syncbn_fast_8x16b-300e_coco.py
    Metadata:
      Training Memory (GB): 27.0
      Epochs: 300
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 54.1
    Weights: https://download.openmmlab.com/mmyolo/v0/yolov7/yolov7_w-p6_syncbn_fast_8x16b-300e_coco/yolov7_w-p6_syncbn_fast_8x16b-300e_coco_20221123_053031-a68ef9d2.pth
  - Name: yolov7_e-p6_syncbn_fast_8x16b-300e_coco
    In Collection: YOLOv7
    Config: configs/yolov7/yolov7_e-p6_syncbn_fast_8x16b-300e_coco.py
    Metadata:
      Training Memory (GB): 42.5
      Epochs: 300
    Results:
      - Task: Object Detection
        Dataset: COCO
        Metrics:
          box AP: 55.1
    Weights: https://download.openmmlab.com/mmyolo/v0/yolov7/yolov7_e-p6_syncbn_fast_8x16b-300e_coco/yolov7_e-p6_syncbn_fast_8x16b-300e_coco_20221126_102636-34425033.pth