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Collections:
- Name: PPYOLOE
Metadata:
Training Data: COCO
Training Techniques:
- SGD with Nesterov
- Weight Decay
- Synchronize BN
Training Resources: 8x A100 GPUs
Architecture:
- PPYOLOECSPResNet
- PPYOLOECSPPAFPN
Paper:
URL: https://arxiv.org/abs/2203.16250
Title: 'PP-YOLOE: An evolved version of YOLO'
README: configs/ppyoloe/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: ppyoloe_plus_s_fast_8xb8-80e_coco
In Collection: PPYOLOE
Config: configs/ppyoloe/ppyoloe_plus_s_fast_8xb8-80e_coco.py
Metadata:
Training Memory (GB): 4.7
Epochs: 80
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 43.5
Weights: https://download.openmmlab.com/mmyolo/v0/ppyoloe/ppyoloe_plus_s_fast_8xb8-80e_coco/ppyoloe_plus_s_fast_8xb8-80e_coco_20230101_154052-9fee7619.pth
- Name: ppyoloe_plus_m_fast_8xb8-80e_coco
In Collection: PPYOLOE
Config: configs/ppyoloe/ppyoloe_plus_m_fast_8xb8-80e_coco.py
Metadata:
Training Memory (GB): 8.4
Epochs: 80
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 49.5
Weights: https://download.openmmlab.com/mmyolo/v0/ppyoloe/ppyoloe_plus_m_fast_8xb8-80e_coco/ppyoloe_plus_m_fast_8xb8-80e_coco_20230104_193132-e4325ada.pth
- Name: ppyoloe_plus_L_fast_8xb8-80e_coco
In Collection: PPYOLOE
Config: configs/ppyoloe/ppyoloe_plus_L_fast_8xb8-80e_coco.py
Metadata:
Training Memory (GB): 13.2
Epochs: 80
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 52.6
Weights: https://download.openmmlab.com/mmyolo/v0/ppyoloe/ppyoloe_plus_l_fast_8xb8-80e_coco/ppyoloe_plus_l_fast_8xb8-80e_coco_20230102_203825-1864e7b3.pth
- Name: ppyoloe_plus_x_fast_8xb8-80e_coco
In Collection: PPYOLOE
Config: configs/ppyoloe/ppyoloe_plus_x_fast_8xb8-80e_coco.py
Metadata:
Training Memory (GB): 19.1
Epochs: 80
Results:
- Task: Object Detection
Dataset: COCO
Metrics:
box AP: 54.2
Weights: https://download.openmmlab.com/mmyolo/v0/ppyoloe/ppyoloe_plus_x_fast_8xb8-80e_coco/ppyoloe_plus_x_fast_8xb8-80e_coco_20230104_194921-8c953949.pth
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