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- Collections:
- - Name: BYOL
- Metadata:
- Training Data: ImageNet-1k
- Training Techniques:
- - LARS
- Training Resources: 8x V100 GPUs (b256), 16x A100-80G GPUs (b4096)
- Architecture:
- - ResNet
- - BYOL
- Paper:
- Title: 'Bootstrap your own latent: A new approach to self-supervised Learning'
- URL: https://arxiv.org/abs/2006.07733
- README: configs/byol/README.md
- Models:
- - Name: byol_resnet50_16xb256-coslr-200e_in1k
- Metadata:
- Epochs: 200
- Batch Size: 4096
- FLOPs: 4109364224
- Parameters: 68024448
- Training Data: ImageNet-1k
- In Collection: BYOL
- Results: null
- Weights: https://download.openmmlab.com/mmselfsup/1.x/byol/byol_resnet50_16xb256-coslr-200e_in1k/byol_resnet50_16xb256-coslr-200e_in1k_20220825-de817331.pth
- Config: configs/byol/byol_resnet50_16xb256-coslr-200e_in1k.py
- Downstream:
- - resnet50_byol-pre_8xb512-linear-coslr-90e_in1k
- - Name: resnet50_byol-pre_8xb512-linear-coslr-90e_in1k
- Metadata:
- Epochs: 90
- Batch Size: 4096
- FLOPs: 4109464576
- Parameters: 25557032
- Training Data: ImageNet-1k
- In Collection: BYOL
- Results:
- - Task: Image Classification
- Dataset: ImageNet-1k
- Metrics:
- Top 1 Accuracy: 71.8
- Weights: https://download.openmmlab.com/mmselfsup/1.x/byol/byol_resnet50_16xb256-coslr-200e_in1k/resnet50_linear-8xb512-coslr-90e_in1k/resnet50_linear-8xb512-coslr-90e_in1k_20220825-7596c6f5.pth
- Config: configs/byol/benchmarks/resnet50_8xb512-linear-coslr-90e_in1k.py
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