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