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Merge branch 'master' of github.com:open-mmlab/OpenSelfSup

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xiaohangzhan 2020-06-20 15:56:29 +08:00
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@ -44,13 +44,14 @@ For existing methods in this repo, you only need to modify config files to adjus
We standardize the benchmarks including logistic regression, SVM / Low-shot SVM from linearly probed features, semi-supervised classification, and object detection. Below are the setting of these benchmarks.
| Benchmarks | Setting | Difference |
| Benchmarks | Setting | Remarks |
|----------------------------------|-----------------------------------------------------------------------------------------------------------------------------------------------------------------------------|-------------------------------------------------|
| ImageNet Linear Classification | [goyal2019scaling](http://openaccess.thecvf.com/content_ICCV_2019/papers/Goyal_Scaling_and_Benchmarking_Self-Supervised_Visual_Representation_Learning_ICCV_2019_paper.pdf) | Total 90 epochs, decay at [30, 60]. |
| Places205 Linear Classification | [goyal2019scaling](http://openaccess.thecvf.com/content_ICCV_2019/papers/Goyal_Scaling_and_Benchmarking_Self-Supervised_Visual_Representation_Learning_ICCV_2019_paper.pdf) | Total 90 epochs, decay at [30, 60]. |
| ImageNet Linear Classification (Multi) | [goyal2019scaling](http://openaccess.thecvf.com/content_ICCV_2019/papers/Goyal_Scaling_and_Benchmarking_Self-Supervised_Visual_Representation_Learning_ICCV_2019_paper.pdf) | Evaluate different layers. |
| ImageNet Linear Classification (Last) | [MoCo](http://openaccess.thecvf.com/content_CVPR_2020/papers/He_Momentum_Contrast_for_Unsupervised_Visual_Representation_Learning_CVPR_2020_paper.pdf) | Evaluate the last layer after global pooling. |
| Places205 Linear Classification | [goyal2019scaling](http://openaccess.thecvf.com/content_ICCV_2019/papers/Goyal_Scaling_and_Benchmarking_Self-Supervised_Visual_Representation_Learning_ICCV_2019_paper.pdf) | Evaluate different layers. |
| ImageNet Semi-Sup Classification |
| PASCAL VOC07 SVM | [goyal2019scaling](http://openaccess.thecvf.com/content_ICCV_2019/papers/Goyal_Scaling_and_Benchmarking_Self-Supervised_Visual_Representation_Learning_ICCV_2019_paper.pdf) | Costs="1.0,10.0,100.0" to save evaluation time. |
| PASCAL VOC07 Low-shot SVM | [goyal2019scaling](http://openaccess.thecvf.com/content_ICCV_2019/papers/Goyal_Scaling_and_Benchmarking_Self-Supervised_Visual_Representation_Learning_ICCV_2019_paper.pdf) | Costs="1.0,10.0,100.0" to save evaluation time. |
| PASCAL VOC07 SVM | [goyal2019scaling](http://openaccess.thecvf.com/content_ICCV_2019/papers/Goyal_Scaling_and_Benchmarking_Self-Supervised_Visual_Representation_Learning_ICCV_2019_paper.pdf) | Costs="1.0,10.0,100.0" to save evaluation time w/o change of results. |
| PASCAL VOC07 Low-shot SVM | [goyal2019scaling](http://openaccess.thecvf.com/content_ICCV_2019/papers/Goyal_Scaling_and_Benchmarking_Self-Supervised_Visual_Representation_Learning_ICCV_2019_paper.pdf) | Costs="1.0,10.0,100.0" to save evaluation time w/o change of results. |
| PASCAL VOC07+12 Object Detection | [MoCo](http://openaccess.thecvf.com/content_CVPR_2020/papers/He_Momentum_Contrast_for_Unsupervised_Visual_Representation_Learning_CVPR_2020_paper.pdf) | |
| COCO17 Object Detection | [MoCo](http://openaccess.thecvf.com/content_CVPR_2020/papers/He_Momentum_Contrast_for_Unsupervised_Visual_Representation_Learning_CVPR_2020_paper.pdf) | |