Image Classification on CUB-200
91.1AccuracyBioVITA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| BioVITA2026.03 | 91.1 | — | — | |
| CoAt-CBMInterpretability=Yes2026.04 | 89.13 | — | — | |
| SAMixBackbone=ResNeXt-502021.11 | 86.83 | — | — | |
| CBM-SuiteBottleneck type=CBMs with soft concepts, Backbone=ViT2026.07 | 86.73 | — | — | |
| AutoMixBackbone=ResNeXt-502021.11 | 86.56 | — | — | |
| ManifoldMixBackbone=ResNeXt-502021.11 | 86.38 | — | — | |
| CutMixBackbone=ResNeXt-502021.11 | 85.68 | — | — | |
| Linear ProbeInterpretability=No2026.04 | 85.48 | — | — | |
| ResizeMixBackbone=ResNeXt-502021.11 | 84.77 | — | — | |
| MixupBackbone=ResNeXt-502021.11 | 84.58 | — | — | |
| PuzzleMixBackbone=ResNeXt-502021.11 | 84.51 | — | — | |
| Concept ConesBackbone=DINO2025.12 | 84.39 | — | — | |
| HybridCBMInterpretability=Yes2026.04 | 84.25 | — | — | |
| HybridCBMBottleneck type=CBMs with soft concepts, Backbone=ViT2026.07 | 84.25 | — | — | |
| ViT-B2024.03 | 84.1 | — | — | |
| FMixBackbone=ResNeXt-502021.11 | 84.06 | — | — | |
| DOT-CBMInterpretability=Yes2026.04 | 83.76 | — | — | |
| DC-ViT-Blatency reduction=24.8%, compression=few-shot2024.03 | 83.5 | — | — | |
| SaliencyMixBackbone=ResNeXt-502021.11 | 83.29 | — | — | |
| VanillaBackbone=ResNeXt-502021.11 | 83.01 | — | — | |
| ResCBMInterpretability=Yes2026.04 | 82.12 | — | — | |
| LaboInterpretability=Yes2026.04 | 81.96 | — | — | |
| SAMixBackbone=ResNet-182021.11 | 81.11 | — | — | |
| XBMBottleneck type=Explanation bottleneck, Protocol=text + image classifier2026.07 | 80.99 | — | — | |
| TENETBackbone=ResNet-50, Samples Per Class (SPC)=302021.03 | 80.34 | — | — | |
| Sparse-CBM2024.04 | 80.02 | — | — | |
| AutoMixBackbone=ResNet-182021.11 | 79.87 | — | — | |
| ManifoldMixBackbone=ResNet-182021.11 | 79.76 | — | — | |
| Linear Probing2024.04 | 79.29 | — | — | |
| Label-FreeInterpretability=Yes2026.04 | 79.01 | — | — | |
| PuzzleMixBackbone=ResNet-182021.11 | 78.63 | — | — | |
| ResizeMixBackbone=ResNet-182021.11 | 78.5 | — | — | |
| CutMixBackbone=ResNet-182021.11 | 78.4 | — | — | |
| MixupBackbone=ResNet-182021.11 | 78.39 | — | — | |
| SaliencyMixBackbone=ResNet-182021.11 | 77.95 | — | — | |
| GLICOBackbone=ResNet-50, Samples Per Class (SPC)=302021.03 | 77.75 | — | — | |
| VanillaBackbone=ResNet-182021.11 | 77.68 | — | — | |
| FMixBackbone=ResNet-182021.11 | 77.28 | — | — | |
| CaBMBottleneck type=Strictly text bottleneck, Protocol=text-only classifier2026.07 | 76.92 | — | — | |
| TENETBackbone=ResNet-50, Samples Per Class (SPC)=202021.03 | 76.91 | — | — | |
| DeiT-TGFLOPS=1.262023.05 | 76.8 | — | — | |
| StandardSparse final layer=false2025.02 | 76.7 | — | — | |
| SALF-CBMSparse final layer=false2025.02 | 76.21 | — | — | |
| StandardSparse final layer=true2025.02 | 75.96 | — | — | |
| Taxabind2026.03 | 75 | — | — | |
| CutoutBackbone=ResNet-50, Samples Per Class (SPC)=302021.03 | 74.97 | — | — | |
| l1-CBM2024.04 | 74.91 | — | — | |
| Zero-TPGFLOPS=0.91, Backbone=DeiT-T2023.05 | 74.4 | — | — | |
| SALF-CBMSparse final layer=true2025.02 | 74.35 | — | — | |
| LF-CBMSparse final layer=true2025.02 | 74.31 | — | — | |
| Label-Free CBM2024.04 | 74.31 | — | — | |
| Label-free CBM2025.12 | 74.31 | — | — | |
| GLICOBackbone=ResNet-50, Samples Per Class (SPC)=202021.03 | 74.16 | — | — | |
| ATSGFLOPS=0.90, Backbone=DeiT-T2023.05 | 73.8 | — | — | |
| Random EraseBackbone=ResNet-50, Samples Per Class (SPC)=302021.03 | 73.74 | — | — | |
| ToMeGFLOPS=0.90, Backbone=DeiT-T2023.05 | 72.9 | — | — | |
| Concept ConesBackbone=RN502025.12 | 72.79 | — | — | |
| LPtype=black-box2024.04 | 72.14 | — | — | |
| LaBosupervision=full-supervised2024.04 | 71.8 | — | — | |
| MixMatchBackbone=ResNet-50, Samples Per Class (SPC)=302021.03 | 70.41 | — | — | |
| SimSiam + AugSelfFine-tuning strategy=L2SP, Pre-trained on=ImageNet100, Backbone=ResNet-502021.11 | 70.22 | — | — | |
| PS-CBMBottleneck type=CBMs with soft concepts, Backbone=CNN2026.07 | 70.1 | — | — | |
| Concept ConesBackbone=VIT2025.12 | 69.7 | — | — | |
| CutoutBackbone=ResNet-50, Samples Per Class (SPC)=202021.03 | 68.47 | — | — | |
| VLG-CBMBottleneck type=CBMs with soft concepts, Backbone=CNN2026.07 | 68 | — | — | |
| SimSiamFine-tuning strategy=L2SP, Pre-trained on=ImageNet100, Backbone=ResNet-502021.11 | 67.59 | — | — | |
| Contrastive-CBM2024.04 | 67.04 | — | — | |
| LaBoBottleneck type=CBMs with soft concepts, Backbone=CNN2026.07 | 66.8 | — | — | |
| Random EraseBackbone=ResNet-50, Samples Per Class (SPC)=202021.03 | 66.14 | — | — | |
| TENETBackbone=ResNet-50, Samples Per Class (SPC)=102021.03 | 66.07 | — | — | |
| Concept Matrix Search2024.04 | 65.17 | — | — | |
| Original CBMconcept_source=labeled concept annotations2024.04 | 65.13 | — | — | |
| GLICOBackbone=ResNet-50, Samples Per Class (SPC)=102021.03 | 65.13 | — | — | |
| CutoutBackbone=ResNet-50, Samples Per Class (SPC)=102021.03 | 64.33 | — | — | |
| Post-hoc CBMbase_model=CLIP2024.04 | 63.92 | — | — | |
| Random EraseBackbone=ResNet-50, Samples Per Class (SPC)=102021.03 | 63.72 | — | — | |
| A.T.Backbone=ResNet-50, Samples Per Class (SPC)=302021.03 | 63.67 | — | — | |
| PCBM-annotationconcept_bank=textual embeddings of annotated attributes2024.04 | 63.63 | — | — | |
| DescriptionCLS2024.04 | 63.46 | — | — | |
| Zero-Shot2024.04 | 62.63 | — | — | |
| Res-CBM-afterstage=after incremental concept discovery2024.04 | 62.43 | — | — | |
| SWEETModel Scale=L6H62026.01 | 61.51 | — | — | |
| DMAEModel Scale=L6H62026.01 | 60.84 | — | — | |
| MixMatchBackbone=ResNet-50, Samples Per Class (SPC)=202021.03 | 60.57 | — | — | |
| Res-CBM-beforestage=initial base concept bank2024.04 | 59.87 | — | — | |
| P-CBMSparse final layer=true2025.02 | 59.6 | — | — | |
| P-CBM2025.12 | 59.6 | — | — | |
| PCBMBottleneck type=CBMs with soft concepts, Backbone=CNN2026.07 | 58.8 | — | — | |
| LF-CBMBottleneck type=CBMs with soft concepts, Backbone=CNN2026.07 | 58.6 | — | — | |
| A.T.Backbone=ResNet-50, Samples Per Class (SPC)=202021.03 | 57.91 | — | — | |
| PCBM-hInterpretability=No2026.04 | 57.71 | — | — | |
| DS-SJEZero-shot=true2016.05 | 56.8 | — | — | |
| WAVEModel Scale=L6H62026.01 | 56.77 | — | — | |
| VS2 + PASSBackbone=ViT-B/16, Zero-shot (no retrieval)=true2025.06 | 56.63 | — | — | |
| PCBMInterpretability=Yes2026.04 | 56.21 | — | — | |
| VS2Backbone=ViT-B/16, Zero-shot (no retrieval)=true2025.06 | 56.14 | — | — | |
| CLIPZSBackbone=ViT-B/16, Zero-shot (no retrieval)=true2025.06 | 55.06 | — | — | |
| WT-SelectModel Scale=L6H62026.01 | 54.99 | — | — | |
| DA-SJEZero-shot=true2016.05 | 54.3 | — | — | |
| SAEF+γ RECBackbone=ViT-B/16, Zero-shot (no retrieval)=true2025.06 | 53.28 | — | — |