Image Classification on Birds
95.2AccuracySaliencyDecor
Evaluation Results
| Method | Links | |
|---|---|---|
| SaliencyDecorBackbone=CNN / ResNet2026.04 | 95.2 | |
| SGTBackbone=CNN / ResNet2026.04 | 94.3 | |
| BaselineBackbone=CNN / ResNet2026.04 | 93.6 | |
| iSICEBackbone=Swin-B2023.04 | 88.3 | |
| iSQRT-COVBackbone=Swin-B2023.04 | 88 | |
| Precision ΩBackbone=Swin-B2023.04 | 87.7 | |
| iSICEBackbone=ResNeXt-1012023.04 | 87.2 | |
| iSICEBackbone=ConvNext-T2023.04 | 86.7 | |
| CapPa L/14MAP head=true, Grain=Fine, Frozen representation=true, backbone=ViT-L/142023.06 | 86.7 | |
| iSICEBackbone=VGG-192023.04 | 86.6 | |
| iSICEBackbone=ResNet-1012023.04 | 86.6 | |
| iSICEBackbone=VGG-162023.04 | 86.5 | |
| iSICEBackbone=Swin-T2023.04 | 86.5 | |
| KPBackbone=VGG-162023.04 | 86.2 | |
| iSQRT-COVBackbone=ResNeXt-1012023.04 | 86.2 | |
| TKPFBackbone=VGG-162023.04 | 86 | |
| DeepCOV-ResNetBackbone=ResNet-502023.04 | 86 | |
| iSICEBackbone=ResNet-502023.04 | 85.9 | |
| Improved BCNNBackbone=VGG-162023.04 | 85.8 | |
| RUNBackbone=VGG-162023.04 | 85.7 | |
| TKPFBackbone=ResNet-502023.04 | 85.7 | |
| FCBNBackbone=VGG-162023.04 | 85.5 | |
| DeepCOVBackbone=VGG-162023.04 | 85.4 | |
| HIHCABackbone=VGG-162023.04 | 85.3 | |
| iSQRT-COVBackbone=Swin-T2023.04 | 85.1 | |
| CLIP* L/14MAP head=true, Grain=Fine, Frozen representation=true, backbone=ViT-L/142023.06 | 85 | |
| Precision ΩBackbone=Swin-T2023.04 | 84.9 | |
| DeepKSPDBackbone=VGG-162023.04 | 84.8 | |
| KPBackbone=ResNet-502023.04 | 84.7 | |
| Precision ΩBackbone=ResNet-502023.04 | 84.7 | |
| Precision ΩBackbone=ResNeXt-1012023.04 | 84.6 | |
| ViT-B/16Compression=ViT-B/16 [13], PEFT=–2026.03 | 84.6 | |
| iSQRT-COVBackbone=VGG-162023.04 | 84.5 | |
| iSQRT-COVBackbone=ResNet-1012023.04 | 84.4 | |
| CBPBackbone=VGG-162023.04 | 84.3 | |
| iSQRT-COVBackbone=ResNet-502023.04 | 84.3 | |
| LRBPBackbone=VGG-162023.04 | 84.2 | |
| iSQRT-COVBackbone=VGG-192023.04 | 84.1 | |
| BCNNBackbone=VGG-162023.04 | 84 | |
| Precision ΩBackbone=ConvNext-T2023.04 | 83.7 | |
| iSQRT-COVBackbone=ConvNext-T2023.04 | 83.5 | |
| Precision ΩBackbone=VGG-162023.04 | 83.4 | |
| Precision ΩBackbone=ResNet-1012023.04 | 83.3 | |
| Precision ΩBackbone=VGG-192023.04 | 83.2 | |
| MPN-COVBackbone=VGG-162023.04 | 82.9 | |
| NetVLADBackbone=VGG-162023.04 | 81.6 | |
| CBPBackbone=ResNet-502023.04 | 81.6 | |
| NetFVBackbone=VGG-162023.04 | 79.9 | |
| CRISPCompression=CRISP (ours), PEFT=CRISP (ours)2026.03 | 79.1 | |
| CLIP* (16k)MAP head=true, Grain=Fine, Frozen representation=true2023.06 | 78.1 | |
| CRISPCompression=CRISP (ours), PEFT=–2026.03 | 77.5 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SSF [39]2026.03 | 77.1 | |
| CLIP* (8k)MAP head=true, Grain=Fine, Frozen representation=true2023.06 | 76.9 | |
| DGMRCompression=DGMR [67], PEFT=SSF [39]2026.03 | 76.8 | |
| CapMAP head=true, Grain=Fine, Frozen representation=true2023.06 | 76.3 | |
| DGMRCompression=DGMR [67], PEFT=LoRA [28]2026.03 | 75.5 | |
| RECASTCompression=RECAST [71], PEFT=RECAST [71]2026.03 | 74.9 | |
| DGMRCompression=DGMR [67], PEFT=–2026.03 | 74.3 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=SVFT [43]2026.03 | 74.2 | |
| DGMRCompression=DGMR [67], PEFT=SVFT [43]2026.03 | 74.2 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=LoRA [28]2026.03 | 73.4 | |
| RDHPCompression=RDHP [84], PEFT=LoRA [28]2026.03 | 72.6 | |
| RDHPCompression=RDHP [84], PEFT=SVFT [43]2026.03 | 72.6 | |
| RECASTCompression=RECAST [71], PEFT=–2026.03 | 71 | |
| RDHPAccuracy=71.0, Compression=RDHP [84], PEFT=SSF [39]2026.03 | 71 | |
| BALFCompression=BALF [21], PEFT=–2026.03 | 70.3 | |
| Isomorph. Prune.Compression=Isomorph. Prune. [16], PEFT=–2026.03 | 70 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SSF [39]2026.03 | 69.9 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=SVFT [43]2026.03 | 65 | |
| RDHPCompression=RDHP [84], PEFT=–2026.03 | 61.7 | |
| SVDCompression=SVD, PEFT=Eigenvalues2026.03 | 58.5 | |
| CapPaMAP head=true, Grain=Fine, Frozen representation=true2023.06 | 54.2 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=–2026.03 | 45.6 | |
| SVDCompression=SVD, PEFT=–2026.03 | 39.3 | |
| WeCoLoRACompression=WeCoLoRA [23], PEFT=WeCoLoRA [23]2026.03 | 6.8 |