Long-tail recognition on ImageNet-LT
78.9AccuracyNAO-centroid
Evaluation Results
| Method | Links | |
|---|---|---|
| NAO-centroidbackbone=ResNet-502023.06 | 78.9 | |
| SeedSelectbackbone=ResNet-50, pre-trained on external datasets=true2023.06 | 74.9 | |
| VL-LTRbackbone=ResNet-50, finetuned foundation models=true2023.06 | 70.1 | |
| PaCoBackbone=ResNeXt-101, RandAugment=true, Training Epochs=4002021.07 | 60 | |
| PaCoBackbone=ResNeXt-50, RandAugment=true, Training Epochs=4002021.07 | 58.2 | |
| Balanced SoftmaxBackbone=ResNeXt-101, RandAugment=true, Training Epochs=4002021.07 | 58 | |
| Decouple-τ-normBackbone=ResNeXt-101, RandAugment=true, Training Epochs=4002021.07 | 57.9 | |
| DRAGONbackbone=ResNet-50, multi-modal (class labels)=true2023.06 | 57 | |
| PaCoBackbone=ResNet-50, RandAugment=true, Training Epochs=4002021.07 | 57 | |
| Stable Diffusionbackbone=ResNet-50, pre-trained on external datasets=true2023.06 | 56.4 | |
| Balanced SoftmaxBackbone=ResNeXt-50, RandAugment=true, Training Epochs=4002021.07 | 56.2 | |
| Decouple-τ-normBackbone=ResNeXt-50, RandAugment=true, Training Epochs=4002021.07 | 56 | |
| Ridebackbone=ResNet-502023.06 | 55.4 | |
| Balanced SoftmaxBackbone=ResNet-50, RandAugment=true, Training Epochs=4002021.07 | 55 | |
| Decouple-τ-normBackbone=ResNet-50, RandAugment=true, Training Epochs=4002021.07 | 54.5 | |
| ResLTBackbone=ResNeXt-101, RandAugment=false2021.07 | 54.1 | |
| DRO-LTbackbone=ResNet-502023.06 | 53.5 | |
| PaCObackbone=ResNet-502023.06 | 53.5 | |
| De-confound-TDEBackbone=ResNeXt-101, RandAugment=false2021.07 | 53.3 | |
| ResLTBackbone=ResNeXt-50, RandAugment=false2021.07 | 52.9 | |
| MISLASBackbone=ResNet-50, RandAugment=false2021.07 | 52.7 | |
| De-confound-TDEBackbone=ResNeXt-50, RandAugment=false2021.07 | 51.8 | |
| De-confound-TDEBackbone=ResNet-50, RandAugment=false2021.07 | 51.7 | |
| Decouple-cRTBackbone=ResNeXt-50, RandAugment=false2021.07 | 49.6 | |
| Decouple-τ-normBackbone=ResNeXt-101, RandAugment=false2021.07 | 49.6 | |
| Decouple-τ-normBackbone=ResNeXt-50, RandAugment=false2021.07 | 49.4 | |
| Decouple-cRTBackbone=ResNeXt-101, RandAugment=false2021.07 | 49.1 | |
| CB LWSbackbone=ResNet-502023.06 | 47.7 | |
| MetaSAugbackbone=ResNet-502023.06 | 47.4 | |
| smDragonbackbone=ResNet-502023.06 | 47.4 | |
| Decouple-cRTBackbone=ResNet-50, RandAugment=false2021.07 | 47.3 | |
| Decouple-τ-normBackbone=ResNet-50, RandAugment=false2021.07 | 46.7 | |
| CE(baseline)Backbone=ResNeXt-101, RandAugment=false2021.07 | 44.8 | |
| CE(baseline)Backbone=ResNeXt-50, RandAugment=false2021.07 | 44.4 | |
| CEbackbone=ResNet-502023.06 | 41.6 | |
| CE(baseline)Backbone=ResNet-50, RandAugment=false2021.07 | 41.6 |