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Collections:
- Name: YOLOv8
Metadata:
Training Data: COCO
Training Techniques:
- SGD with Nesterov
- Weight Decay
- AMP
- Synchronize BN
Training Resources: 8x A100 GPUs
Architecture:
- CSPDarkNet
- PAFPN
- Decoupled Head
README: configs/yolov8/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: yolov8_n_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_n_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 2.8
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 37.2
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_n_syncbn_fast_8xb16-500e_coco/yolov8_n_syncbn_fast_8xb16-500e_coco_20230114_131804-88c11cdb.pth
- Name: yolov8_s_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_s_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 4.0
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 44.2
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_s_syncbn_fast_8xb16-500e_coco/yolov8_s_syncbn_fast_8xb16-500e_coco_20230117_180101-5aa5f0f1.pth
- Name: yolov8_m_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_m_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 7.2
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 49.8
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_m_syncbn_fast_8xb16-500e_coco/yolov8_m_syncbn_fast_8xb16-500e_coco_20230115_192200-c22e560a.pth
- Name: yolov8_l_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_l_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 9.8
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 52.1
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_l_syncbn_fast_8xb16-500e_coco/yolov8_l_syncbn_fast_8xb16-500e_coco_20230217_182526-189611b6.pth
- Name: yolov8_x_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_x_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 12.2
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 52.7
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_x_syncbn_fast_8xb16-500e_coco/yolov8_x_syncbn_fast_8xb16-500e_coco_20230218_023338-5674673c.pth
- Name: yolov8_n_mask-refine_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_n_mask-refine_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 2.5
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 37.4
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_n_mask-refine_syncbn_fast_8xb16-500e_coco/yolov8_n_mask-refine_syncbn_fast_8xb16-500e_coco_20230216_101206-b975b1cd.pth
- Name: yolov8_s_mask-refine_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_s_mask-refine_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 4.0
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 45.1
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_s_mask-refine_syncbn_fast_8xb16-500e_coco/yolov8_s_mask-refine_syncbn_fast_8xb16-500e_coco_20230216_095938-ce3c1b3f.pth
- Name: yolov8_m_mask-refine_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_m_mask-refine_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 7.0
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 50.6
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_m_mask-refine_syncbn_fast_8xb16-500e_coco/yolov8_m_mask-refine_syncbn_fast_8xb16-500e_coco_20230216_223400-f40abfcd.pth
- Name: yolov8_l_mask-refine_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_l_mask-refine_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 9.1
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 53.0
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_l_mask-refine_syncbn_fast_8xb16-500e_coco/yolov8_l_mask-refine_syncbn_fast_8xb16-500e_coco_20230217_120100-5881dec4.pth
- Name: yolov8_x_mask-refine_syncbn_fast_8xb16-500e_coco
In Collection: YOLOv8
Config: configs/yolov8/yolov8_x_mask-refine_syncbn_fast_8xb16-500e_coco.py
Metadata:
Training Memory (GB): 12.4
Epochs: 500
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 54.0
Weights: https://download.openmmlab.com/mmyolo/v0/yolov8/yolov8_x_mask-refine_syncbn_fast_8xb16-500e_coco/yolov8_x_mask-refine_syncbn_fast_8xb16-500e_coco_20230217_120411-079ca8d1.pth
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