--- license: mit --- # Lightly ImageNet1k Benchmarks ![LightlySSL self-supervised learning Logo](https://github.com/lightly-ai/lightly/blob/master/docs/logos/lightly_SSL_logo_crop.png?raw=true) ![GitHub](https://img.shields.io/github/license/lightly-ai/lightly) [![Discord](https://img.shields.io/discord/752876370337726585?logo=discord&logoColor=white&label=discord&color=7289da)](https://discord.gg/xvNJW94) **Note**: Evaluation settings are based on these papers: - Linear: [SimCLR](https://arxiv.org/abs/2002.05709) - Finetune: [SimCLR](https://arxiv.org/abs/2002.05709) - KNN: [InstDisc](https://arxiv.org/abs/1805.01978) See the [benchmarking scripts](./benchmarks/imagenet/resnet50/) for details. | Model | Backbone | Batch Size | Epochs | Linear Top1 | Finetune Top1 | kNN Top1 | Tensorboard | Checkpoint | | --------------- | -------- | ---------- | ------ | ----------- | ------------- | -------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ | ----------------------------------------------------------------------------------------------------------------------------------------------------------------------- | | [BarlowTwins](https://arxiv.org/abs/2103.03230) | Res50 | 256 | 100 | 62.9 | 72.6 | 45.6 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_barlowtwins_2023-08-18_00-11-03/pretrain/version_0/events.out.tfevents.1692310273.Machine2.569794.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_barlowtwins_2023-08-18_00-11-03/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) | | [BYOL](https://arxiv.org/abs/2006.07733) | Res50 | 256 | 100 | 62.5 | 74.5 | 46.0 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_byol_2024-02-14_16-10-09/pretrain/version_0/events.out.tfevents.1707923418.Machine2.3205.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_byol_2024-02-14_16-10-09/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) | | [DINO](https://arxiv.org/abs/2104.14294) | Res50 | 128 | 100 | 68.2 | 72.5 | 49.9 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dino_2023-06-06_13-59-48/pretrain/version_0/events.out.tfevents.1686052799.Machine2.482599.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dino_2023-06-06_13-59-48/pretrain/version_0/checkpoints/epoch%3D99-step%3D1000900.ckpt) | | [MAE](https://arxiv.org/abs/2111.06377) | ViT-B/16 | 256 | 100 | 46.0 | 81.3 | 11.2 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_vitb16_mae_2024-02-25_19-57-30/pretrain/version_0/events.out.tfevents.1708887459.Machine2.1092409.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_vitb16_mae_2024-02-25_19-57-30/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) | | [MoCoV2](https://arxiv.org/abs/1911.05722) | Res50 | 256 | 100 | 61.5 | 74.3 | 41.8 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_mocov2_2024-02-18_10-29-14/pretrain/version_0/events.out.tfevents.1708248562.Machine2.439033.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_mocov2_2024-02-18_10-29-14/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) | | [SimCLR](https://arxiv.org/abs/2002.05709)\* | Res50 | 256 | 100 | 63.2 | 73.9 | 44.8 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_simclr_2023-06-22_09-11-13/pretrain/version_0/events.out.tfevents.1687417883.Machine2.33270.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_simclr_2023-06-22_09-11-13/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) | | [SimCLR\* + DCL](https://arxiv.org/abs/2110.06848) | Res50 | 256 | 100 | 65.1 | 73.5 | 49.6 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dcl_2023-07-04_16-51-40/pretrain/version_0/events.out.tfevents.1688482310.Machine2.247807.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dcl_2023-07-04_16-51-40/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) | | [SimCLR\* + DCLW](https://arxiv.org/abs/2110.06848) | Res50 | 256 | 100 | 64.5 | 73.2 | 48.5 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dclw_2023-07-07_14-57-13/pretrain/version_0/events.out.tfevents.1688734645.Machine2.3176.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_dclw_2023-07-07_14-57-13/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) | | [SwAV](https://arxiv.org/abs/2006.09882) | Res50 | 256 | 100 | 67.2 | 75.4 | 49.5 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_swav_2023-05-25_08-29-14/pretrain/version_0/events.out.tfevents.1684996168.Machine2.1445108.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_swav_2023-05-25_08-29-14/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) | | [TiCo](https://arxiv.org/abs/2206.10698) | Res50 | 256 | 100 | 49.7 | 72.7 | 26.6 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_tico_2024-01-07_18-40-57/pretrain/version_0/events.out.tfevents.1704649265.Machine2.1604956.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_tico_2024-01-07_18-40-57/pretrain/version_0/checkpoints/epoch%3D99-step%3D250200.ckpt) | | [VICReg](https://arxiv.org/abs/2105.04906) | Res50 | 256 | 100 | 63.0 | 73.7 | 46.3 | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_vicreg_2023-09-11_10-53-08/pretrain/version_0/events.out.tfevents.1694422401.Machine2.556563.0) | [link](https://lightly-ssl-checkpoints.s3.amazonaws.com/imagenet_resnet50_vicreg_2023-09-11_10-53-08/pretrain/version_0/checkpoints/epoch%3D99-step%3D500400.ckpt) | _\*We use square root learning rate scaling instead of linear scaling as it yields better results for smaller batch sizes. See Appendix B.1 in the [SimCLR paper](https://arxiv.org/abs/2002.05709)._