Image Classification on FGVC-Aircraft (Top-1 and Top-5 Accuracy)
86.72Top-1 AccAutoMix
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AutoMixBackbone=ResNeXt-502021.03 | 86.72 | — | — | |
| ManifoldMixBackbone=ResNeXt-502021.03 | 86.6 | — | — | |
| FMix*Backbone=ResNeXt-502021.03 | 86.23 | — | — | |
| PuzzleMixBackbone=ResNeXt-502021.03 | 86.23 | — | — | |
| MixUpBackbone=ResNeXt-502021.03 | 85.18 | — | — | |
| VanillaBackbone=ResNeXt-502021.03 | 85.1 | — | — | |
| CutMixBackbone=ResNeXt-502021.03 | 84.55 | — | — | |
| SaliencyMixBackbone=ResNeXt-502021.03 | 84.31 | — | — | |
| ResizeMix*Backbone=ResNeXt-502021.03 | 84.08 | — | — | |
| AutoMixBackbone=ResNet-182021.03 | 81.37 | — | — | |
| PuzzleMixBackbone=ResNet-182021.03 | 80.76 | — | — | |
| ManifoldMixBackbone=ResNet-182021.03 | 80.68 | — | — | |
| VanillaBackbone=ResNet-182021.03 | 80.23 | — | — | |
| HCDTeacher=SigLIP2 (ViT-L), Student=MobileNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 80.02 | 95.53 | — | |
| SaliencyMixBackbone=ResNet-182021.03 | 80.02 | — | — | |
| MixUpBackbone=ResNet-182021.03 | 79.52 | — | — | |
| FMix*Backbone=ResNet-182021.03 | 79.36 | — | — | |
| CutMixBackbone=ResNet-182021.03 | 78.84 | — | — | |
| LDRLDTeacher=SigLIP2 (ViT-L), Student=MobileNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 78.76 | 94.69 | — | |
| WTTMTeacher=SigLIP2 (ViT-L), Student=MobileNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 78.37 | 94.95 | — | |
| ResizeMix*Backbone=ResNet-182021.03 | 78.1 | — | — | |
| HCDTeacher=SigLIP2 (ViT-L), Student=ShuffleNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 77.65 | 94.23 | — | |
| HCDTeacher=SigLIP2 (ViT-L), Student=VGG8, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 77.08 | 93.34 | — | |
| LDRLDTeacher=SigLIP2 (ViT-L), Student=ShuffleNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 77.05 | 94 | — | |
| RKKDTeacher=SigLIP2 (ViT-L), Student=VGG8, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 76.57 | 94.54 | — | |
| HCDTeacher=SigLIP2 (ViT-B), Student=MobileNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 76.23 | 93.97 | — | |
| WTTMTeacher=SigLIP2 (ViT-B), Student=MobileNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 76.12 | 94.84 | — | |
| RKKDTeacher=SigLIP2 (ViT-L), Student=MobileNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 76.12 | 94.3 | — | |
| KDTeacher=SigLIP2 (ViT-L), Student=VGG8, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 75.66 | 94.54 | — | |
| RKKDTeacher=SigLIP2 (ViT-L), Student=ShuffleNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 75.64 | 93.43 | — | |
| DKDTeacher=SigLIP2 (ViT-L), Student=VGG8, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 75.55 | 94.59 | — | |
| LDRLDTeacher=SigLIP2 (ViT-B), Student=MobileNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 75.28 | 94.18 | — | |
| DKDTeacher=SigLIP2 (ViT-L), Student=MobileNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 75.28 | 94.18 | — | |
| HCDTeacher=SigLIP2 (ViT-B), Student=VGG8, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 75.04 | 92.53 | — | |
| LDRLDTeacher=SigLIP2 (ViT-L), Student=VGG8, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 74.89 | 93.73 | — | |
| AdapterTuneBackbone=ViT-B/162026.03 | 74.79 | — | — | |
| KDTeacher=SigLIP2 (ViT-L), Student=MobileNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 73.66 | 93.76 | — | |
| RKKDTeacher=SigLIP2 (ViT-B), Student=VGG8, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 73.3 | 93.24 | — | |
| RKKDTeacher=SigLIP2 (ViT-B), Student=MobileNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 72.88 | 92.77 | — | |
| HCDTeacher=SigLIP2 (ViT-B), Student=ShuffleNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 72.76 | 92.33 | — | |
| Full FTBackbone=DeiT-T2026.03 | 72.51 | — | — | |
| DKDTeacher=SigLIP2 (ViT-L), Student=ShuffleNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 72.04 | 93.49 | — | |
| KDTeacher=SigLIP2 (ViT-L), Student=ShuffleNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 72 | 92.47 | — | |
| JACTUSBackbone=ViT-Large, Budget=80%2026.05 | 71.5 | — | — | |
| DKDTeacher=SigLIP2 (ViT-B), Student=VGG8, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 71.41 | 93.42 | — | |
| LDRLDTeacher=SigLIP2 (ViT-B), Student=ShuffleNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 71.18 | 92.17 | — | |
| DKDTeacher=SigLIP2 (ViT-B), Student=MobileNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 70.99 | 93.31 | — | |
| KDTeacher=SigLIP2 (ViT-B), Student=VGG8, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 70.75 | 93.31 | — | |
| PiSSABackbone=ViT-Large, Budget=100%2026.05 | 70.6 | — | — | |
| WTTMTeacher=SigLIP2 (ViT-L), Student=ShuffleNetV2, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 70.42 | 90.22 | — | |
| LDRLDTeacher=SigLIP2 (ViT-B), Student=VGG8, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 70.3 | 91.33 | — | |
| From ScratchTeacher=None, Student=MobileNetV22025.11 | 70.24 | 90.46 | — | |
| RKKDTeacher=SigLIP2 (ViT-B), Student=ShuffleNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 70.18 | 91.78 | — | |
| Full FTBackbone=ViT-B/162026.03 | 69.86 | — | — | |
| DoRABackbone=ViT-Large, Budget=100%2026.05 | 69.8 | — | — | |
| JACTUSBackbone=ViT-Large, Budget=60%2026.05 | 68.8 | — | — | |
| SVFTBackbone=ViT-Large, Budget=100%2026.05 | 68.7 | — | — | |
| HCDTeacher=SigLIP2 (ViT-L), Student=ResNet20, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 68.47 | 90.82 | — | |
| Full FTBackbone=ViT-S/162026.03 | 68.28 | — | — | |
| JACTUSBackbone=ViT-Base, Budget=80%2026.05 | 68.2 | — | — | |
| AdapterTuneBackbone=ViT-S/162026.03 | 67.72 | — | — | |
| KDTeacher=SigLIP2 (ViT-B), Student=MobileNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 66.64 | 91.39 | — | |
| HCDTeacher=SigLIP2 (ViT-B), Student=ResNet20, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 66.17 | 90.11 | — | |
| RKKDTeacher=SigLIP2 (ViT-L), Student=ResNet20, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 66.16 | 90.82 | — | |
| From ScratchTeacher=None, Student=VGG82025.11 | 66.06 | 88.39 | — | |
| DKDTeacher=SigLIP2 (ViT-B), Student=ShuffleNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 65.74 | 90.82 | — | |
| AdapterTuneBackbone=DeiT-T2026.03 | 65.73 | — | — | |
| WTTMTeacher=SigLIP2 (ViT-L), Student=ResNet20, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 65.38 | 89.86 | — | |
| LoRABackbone=ViT-Large, Budget=100%2026.05 | 64.5 | — | — | |
| SVD-LLM+LoRABackbone=ViT-Large, Budget=80%2026.05 | 64 | — | — | |
| From ScratchTeacher=None, Student=ResNet202025.11 | 63.81 | 88.21 | — | |
| JACTUSBackbone=ViT-Base, Budget=60%2026.05 | 63.2 | — | — | |
| DoRABackbone=ViT-Base, Budget=100%2026.05 | 62.8 | — | — | |
| PiSSABackbone=ViT-Base, Budget=100%2026.05 | 62.6 | — | — | |
| KDTeacher=SigLIP2 (ViT-L), Student=ResNet20, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 62.5 | 90.19 | — | |
| RKKDTeacher=SigLIP2 (ViT-B), Student=ResNet20, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 62.35 | 88.96 | — | |
| From ScratchTeacher=None, Student=ShuffleNetV22025.11 | 62.26 | 90.21 | — | |
| WTTMTeacher=SigLIP2 (ViT-L), Student=VGG8, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 62.14 | 90.18 | — | |
| SVD-LLM+LoRABackbone=ViT-Large, Budget=60%2026.05 | 61.9 | — | — | |
| KDTeacher=SigLIP2 (ViT-B), Student=ShuffleNetV2, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 61.65 | 89.8 | — | |
| WTTMTeacher=SigLIP2 (ViT-B), Student=ResNet20, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 60.81 | 88.98 | — | |
| JACTUSBackbone=ViT-Large, Budget=40%2026.05 | 60.3 | — | — | |
| SVFTBackbone=ViT-Base, Budget=100%2026.05 | 60.2 | — | — | |
| LDRLDTeacher=SigLIP2 (ViT-B), Student=ResNet20, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 59.08 | 86.44 | — | |
| LDRLDTeacher=SigLIP2 (ViT-L), Student=ResNet20, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 58.85 | 86.01 | — | |
| LoRABackbone=ViT-Base, Budget=100%2026.05 | 57.3 | — | — | |
| SVD-LLM+LoRABackbone=ViT-Base, Budget=80%2026.05 | 57 | — | — | |
| SVD-LLM+LoRABackbone=ViT-Large, Budget=40%2026.05 | 56.5 | — | — | |
| KDTeacher=SigLIP2 (ViT-B), Student=ResNet20, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 56.04 | 87.4 | — | |
| JACTUSBackbone=ViT-Base, Budget=40%2026.05 | 55.1 | — | — | |
| DKDTeacher=SigLIP2 (ViT-L), Student=ResNet20, Teacher Top-1 Acc=88.48, Teacher Top-5 Acc=99.252025.11 | 53.53 | 87.46 | — | |
| WTTMTeacher=SigLIP2 (ViT-B), Student=VGG8, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 52.6 | 87.22 | — | |
| DKDTeacher=SigLIP2 (ViT-B), Student=ResNet20, Teacher Top-1 Acc=74.56, Teacher Top-5 Acc=95.22025.11 | 52.18 | 86.77 | — | |
| Head-OnlyBackbone=ViT-B/162026.03 | 52.14 | — | — | |
| SVD-LLM+LoRABackbone=ViT-Base, Budget=40%2026.05 | 50.8 | — | — | |
| SVD-LLM+LoRABackbone=ViT-Base, Budget=60%2026.05 | 50.3 | — | — | |
| Head-OnlyBackbone=DeiT-T2026.03 | 37.56 | — | — | |
| Head-OnlyBackbone=ViT-S/162026.03 | 36.7 | — | — | |
| VP (white-box)Shots=16, Model Access Type=White-box2024.07 | 31.8 | — | — | |
| BlackVIP-SEShots=16, Model Access Type=Black-box2024.07 | 25.4 | — | — |