Image Classification on ImageNet 1k (val) (Accuracy, Size, and Compression)
83.2Top-1 AccuracySwin-S
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Swin-SBackbone=Swin-S, W/A Bits=32/322026.03 | 83.2 | 200 | — | |
| Big2Small-32bitBackbone=Swin-S, W/A Bits=32/322026.03 | 83.04 | 142.9 | 1.4 | |
| RieMBackbone=Swin-S, W/A Bits=8/82026.03 | 82.96 | 50 | 4 | |
| Big2Small-16bitBackbone=Swin-S, W/A Bits=16/162026.03 | 82.88 | 71.5 | 2.8 | |
| PSAQ-ViT V2Backbone=Swin-S, W/A Bits=8/82026.03 | 82.13 | 50 | 4 | |
| Swin-TBackbone=Swin-T, W/A Bits=32/322026.03 | 81.35 | 116 | — | |
| Big2Small-32bitBackbone=Swin-T, W/A Bits=32/322026.03 | 81.02 | 77.3 | 1.5 | |
| Big2Small-16bitBackbone=Swin-T, W/A Bits=16/162026.03 | 80.88 | 38.6 | 3 | |
| RieMBackbone=Swin-T, W/A Bits=8/82026.03 | 80.85 | 29 | 4 | |
| Big2Small-6bitBackbone=Swin-S, W/A Bits=6/62026.03 | 80.35 | 26.8 | 7.5 | |
| PSAQ-ViT V2Backbone=Swin-T, W/A Bits=8/82026.03 | 80.21 | 29 | 4 | |
| RieMBackbone=Swin-S, W/A Bits=4/82026.03 | 79.84 | 25 | 8 | |
| PSAQ-ViT V2Backbone=Swin-S, W/A Bits=4/82026.03 | 78.86 | 25 | 8 | |
| ResNet50Backbone=ResNet50, W/A Bits=32/322026.03 | 77.72 | 97.5 | — | |
| Big2Small-6bitBackbone=Swin-T, W/A Bits=6/62026.03 | 77.25 | 14.6 | 7.9 | |
| Big2Small-32bitBackbone=ResNet50, W/A Bits=32/322026.03 | 76.54 | 50.3 | 1.9 | |
| RieMBackbone=Swin-T, W/A Bits=4/82026.03 | 76.3 | 14.5 | 8 | |
| PSAQ-ViT V2Backbone=Swin-T, W/A Bits=4/82026.03 | 76.28 | 14.5 | 8 | |
| PSAQ-ViTBackbone=Swin-S, W/A Bits=4/82026.03 | 75.14 | 25 | 8 | |
| Big2Small-16bitBackbone=ResNet50, W/A Bits=16/162026.03 | 74.33 | 25.2 | 3.9 | |
| Big2Small-8bitBackbone=ResNet50, W/A Bits=8/82026.03 | 73.98 | 12.6 | 7.7 | |
| RieMBackbone=ResNet50, W/A Bits=4/42026.03 | 73.26 | 12.3 | 7.9 | |
| UDFCBackbone=ResNet18, W/A Bits=6/62026.03 | 72.76 | 8.4 | 5.3 | |
| UDFCBackbone=ResNet50, W/A Bits=4/42026.03 | 72.09 | 12.3 | 7.9 | |
| Big2Small-32bitBackbone=ResNet18, W/A Bits=32/322026.03 | 71.85 | 30.4 | 1.5 | |
| RieMBackbone=ResNet18, W/A Bits=8/162026.03 | 71.8 | 8.4 | 5.3 | |
| PSAQ-ViTBackbone=Swin-T, W/A Bits=4/82026.03 | 71.79 | 14.5 | 8 | |
| Big2Small-16bitBackbone=ResNet18, W/A Bits=16/162026.03 | 71.54 | 15.2 | 2.9 | |
| ResNet18Backbone=ResNet18, W/A Bits=32/322026.03 | 71.47 | 44.6 | — | |
| Big2Small-6bitBackbone=ResNet18, W/A Bits=6/62026.03 | 71.24 | 7.6 | 5.9 | |
| SquantBackbone=ResNet50, W/A Bits=4/42026.03 | 70.8 | 12.3 | 7.9 | |
| SquantBackbone=ResNet18, W/A Bits=6/62026.03 | 70.74 | 8.4 | 5.3 | |
| DSGBackbone=ResNet18, W/A Bits=6/62026.03 | 70.46 | 8.4 | 5.3 | |
| GDFQBackbone=ResNet50, W/A Bits=4/42026.03 | 55.65 | 12.3 | 7.9 |