diff --git a/docs/MODEL_ZOO.md b/docs/MODEL_ZOO.md index f47de241..da8f1e04 100644 --- a/docs/MODEL_ZOO.md +++ b/docs/MODEL_ZOO.md @@ -13,10 +13,11 @@ ### ImageNet Linear Classification -
MethodConfigRemarksImageNet (Multi)ImageNet (Last)
feat1feat2feat3feat4feat5avgpool
ImageNet-torchvision15.1833.9647.8667.5676.1774.12
Random-kaiming4.35
Relative-Locselfsup/relative_loc/r50.pydefault
Rotation-Predselfsup/rotation_pred/r50.pydefault12.8934.3044.9154.9949.09
DeepClusterselfsup/deepcluster/r50.pydefault46.92
NPIDselfsup/npid/r50.pydefault14.2831.2040.6854.4656.61
ODCselfsup/odc/r50_v1.pydefault14.7531.5542.4955.7257.57
MoCoselfsup/moco/r50_v1.pydefault15.3233.0844.6857.2760.6061.02
MoCo v2selfsup/moco/r50_v2.pydefault15.3534.5745.8160.9666.7267.02
selfsup/moco/r50_v2.py-> SimCLR neck
SimCLRselfsup/simclr/r50_bs256.pydefault
BYOLselfsup/byol/r50.pydefault
+
MethodConfigRemarksImageNet (Multi)ImageNet (Last)
feat1feat2feat3feat4feat5avgpool
ImageNet-torchvision15.1833.9647.8667.5676.1774.12
Random-kaiming4.35
Relative-Locselfsup/relative_loc/r50.pydefault
Rotation-Predselfsup/rotation_pred/r50.pydefault12.8934.3044.9154.9949.09
DeepClusterselfsup/deepcluster/r50.pydefault46.92
NPIDselfsup/npid/r50.pydefault14.2831.2040.6854.4656.61
ODCselfsup/odc/r50_v1.pydefault14.7531.5542.4955.7257.57
MoCoselfsup/moco/r50_v1.pydefault15.3233.0844.6857.2760.6061.02
MoCo v2selfsup/moco/r50_v2.pydefault15.3534.5745.8160.9666.7267.02
selfsup/moco/r50_v2.py-> SimCLR neck
SimCLRselfsup/simclr/r50_bs256_ep200.pydefault
selfsup/simclr/r50_bs256_ep200_mocov2_neck.py-> MoCo v2 neck
BYOLselfsup/byol/r50.pydefault
### Place Linear Classification +Coming soon. ### ImageNet Semi-Supervised Classification @@ -28,3 +29,5 @@
MethodConfigRemarksOptimal setting for ImageNet 1%ImageNet 1%
top-1top-5
ImageNet-torchvisionr50_lr0_01_head1.py63.1085.73
Random-kaimingr50_lr0_01_head1.py1.564.99
Relative-Locselfsup/relative_loc/r50.pydefault
Rotation-Predselfsup/rotation_pred/r50.pydefaultr50_lr0_01_head100.py18.9844.05
DeepClusterselfsup/deepcluster/r50.pydefaultr50_lr0_01_head1_sobel.py33.4458.62
NPIDselfsup/npid/r50.pydefaultr50_lr0_01_head100.py27.9554.37
ODCselfsup/odc/r50_v1.pydefaultr50_lr0_1_head100.py32.3961.02
MoCoselfsup/moco/r50_v1.pydefaultr50_lr0_01_head100.py33.1561.30
MoCo v2selfsup/moco/r50_v2.pydefaultr50_lr0_01_head100.py38.7167.90
selfsup/moco/r50_v2.py-> SimCLR neck
SimCLRselfsup/simclr/r50_bs256_ep200.pydefaultr50_lr0_01_head100.py36.0964.50
selfsup/simclr/r50_bs256_ep200_mocov2_neck.py-> MoCo v2 neck
BYOLselfsup/byol/r50.pydefault
### PASCAL VOC07+12 Object Detection + +Coming soon.