Image Classification on Food (test)
93.17AccuracyLinear Probe
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Linear ProbeInterpretability=false, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 93.17 | — | — | |
| PCBM-ReDInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 93.16 | — | — | |
| V2C-CBMInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 92.84 | — | — | |
| LaBoInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 92.45 | — | — | |
| CuPLInterpretability=false, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 91.23 | — | — | |
| PCBM-ReD + CuPLInterpretability=true, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 91.22 | — | — | |
| CLIPInterpretability=false, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 90.91 | — | — | |
| PCBM-ReDInterpretability=true, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 90.91 | — | — | |
| Res-CBMInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 90.17 | — | — | |
| DeepTaxonCategory=w/ Retrieval2026.04 | 89.98 | — | — | |
| CLIP + EB βTraining Protocol=Zero-shot SSL compressor2021.06 | 88.3 | 109 | — | |
| BaselineModel=SwinT, Memory Budget (B_mem)=31889952, Evaluation Protocol=fine-tuned2025.10 | 86.07 | — | — | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.10 | 84.95 | — | — | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.10 | 84.76 | — | — | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=2767686, Evaluation Protocol=fine-tuned2025.10 | 84.76 | — | — | |
| CLEANTarget Model=RegNetX-1.6GF, Evaluation Setting=Label-agnostic2022.12 | 84.02 | — | — | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.10 | 83.94 | — | — | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.10 | 83.59 | — | — | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=633859, Evaluation Protocol=fine-tuned2025.10 | 83.59 | — | — | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.10 | 82.43 | — | — | |
| Supervised CLIPTraining Protocol=Supervised2021.06 | 81.8 | — | — | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.10 | 81.56 | — | — | |
| D-Det RGNModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.10 | 81.25 | — | — | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=112640, Evaluation Protocol=fine-tuned2025.10 | 80.88 | — | — | |
| SYNPERTarget Model=RegNetX-1.6GF, Evaluation Setting=Label-agnostic2022.12 | 80.78 | — | — | |
| TRaDyModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.10 | 80.75 | — | — | |
| D-Full RandomModel=SwinT, Memory Budget (B_mem)=27946, Evaluation Protocol=fine-tuned2025.10 | 80.66 | — | — | |
| CLEANTarget Model=EfficientNet-B1, Evaluation Setting=Label-agnostic2022.12 | 80.29 | — | — | |
| EMINNTarget Model=RegNetX-1.6GF, Evaluation Setting=Label-agnostic2022.12 | 79.43 | — | — | |
| CLEANTarget Model=ResNet-18, Evaluation Setting=Label-agnostic2022.12 | 78.97 | — | — | |
| EMAXNTarget Model=RegNetX-1.6GF, Evaluation Setting=Label-agnostic2022.12 | 78.76 | — | — | |
| ADVPOISONTarget Model=RegNetX-1.6GF, Evaluation Setting=Label-agnostic2022.12 | 78.64 | — | — | |
| DEEPCONFUSETarget Model=RegNetX-1.6GF, Evaluation Setting=Label-agnostic2022.12 | 77.26 | — | — | |
| EMINNTarget Model=EfficientNet-B1, Evaluation Setting=Label-agnostic2022.12 | 75.54 | — | — | |
| EMINNTarget Model=ResNet-18, Evaluation Setting=Label-agnostic2022.12 | 75.47 | — | — | |
| ADVPOISONTarget Model=ResNet-18, Evaluation Setting=Label-agnostic2022.12 | 75.07 | — | — | |
| SYNPERTarget Model=EfficientNet-B1, Evaluation Setting=Label-agnostic2022.12 | 74.99 | — | — | |
| ADVPOISONTarget Model=EfficientNet-B1, Evaluation Setting=Label-agnostic2022.12 | 74.88 | — | — | |
| SYNPERTarget Model=ResNet-18, Evaluation Setting=Label-agnostic2022.12 | 74.8 | — | — | |
| EMAXNTarget Model=EfficientNet-B1, Evaluation Setting=Label-agnostic2022.12 | 74.4 | — | — | |
| EMAXNTarget Model=ResNet-18, Evaluation Setting=Label-agnostic2022.12 | 73.77 | — | — | |
| DEEPCONFUSETarget Model=ResNet-18, Evaluation Setting=Label-agnostic2022.12 | 73.13 | — | — | |
| DEEPCONFUSETarget Model=EfficientNet-B1, Evaluation Setting=Label-agnostic2022.12 | 72.91 | — | — | |
| TRaDyModel=MCUNet-in1, Bmem=112 6402025.10 | 71.88 | — | — | |
| HopSgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 69 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.75, prompting=uni-prompt2026.04 | 69 | — | — | |
| HopSgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 68.8 | — | — | |
| SCEgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 68.7 | — | — | |
| CCgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 68.6 | — | — | |
| HopSgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 68.4 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.50, prompting=uni-prompt2026.04 | 68.4 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.80, prompting=uni-prompt2026.04 | 68.2 | — | — | |
| HopSgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 68.1 | — | — | |
| HopSgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 67.1 | — | — | |
| RCgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 66.9 | — | — | |
| LWCgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 66.5 | — | — | |
| SCEgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 66.4 | — | — | |
| SCEgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 66.1 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.88, prompting=uni-prompt2026.04 | 66 | — | — | |
| SCEgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 65 | — | — | |
| HopSrandom confusion rate (gamma_c)=0.90, prompting=uni-prompt2026.04 | 65 | — | — | |
| UCTarget Model=RegNetX-1.6GF, Evaluation Setting=Label-agnostic2022.12 | 64.48 | — | — | |
| SCEgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 63.8 | — | — | |
| MSEgamma_c=0.50, prompt-mode=cls-prompts2026.04 | 63.5 | — | — | |
| CCgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 62.9 | — | — | |
| TRaDyModel=MbV2-w0.35, Bmem=27 9462025.10 | 62.61 | — | — | |
| HopSBackbone (Insd)=ResNet-50, Insd confusion rate (γc)=0.67, Prompting (uni-prompt)=true2026.04 | 62.5 | — | — | |
| LWCgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 61.2 | — | — | |
| RCgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 60.9 | — | — | |
| HopSBackbone (Insd)=ResNet-18, Insd confusion rate (γc)=0.67, Prompting (uni-prompt)=true2026.04 | 59.7 | — | — | |
| LWCgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 59.4 | — | — | |
| HopSBackbone (Insd)=ResNet-18, Insd confusion rate (γc)=0.75, Prompting (uni-prompt)=true2026.04 | 59.4 | — | — | |
| RCgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 59.2 | — | — | |
| MSEgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 58.9 | — | — | |
| MSEgamma_c=0.75, prompt-mode=cls-prompts2026.04 | 58 | — | — | |
| CCgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 57.2 | — | — | |
| CCgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 57.2 | — | — | |
| HopSBackbone (Insd)=ResNet-50, Insd confusion rate (γc)=0.75, Prompting (uni-prompt)=true2026.04 | 57 | — | — | |
| HopSBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 56.5 | — | — | |
| UCTarget Model=ResNet-18, Evaluation Setting=Label-agnostic2022.12 | 55.29 | — | — | |
| HopSBackbone (Insd)=CLIP-ResNet50, Insd confusion rate (γc)=0.67, Prompting (uni-prompt)=true2026.04 | 54.7 | — | — | |
| LWCgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 54.4 | — | — | |
| RCgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 54.2 | — | — | |
| HopSBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 53.7 | — | — | |
| UCTarget Model=EfficientNet-B1, Evaluation Setting=Label-agnostic2022.12 | 53.45 | — | — | |
| CCgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 52.6 | — | — | |
| MSEgamma_c=0.88, prompt-mode=cls-prompts2026.04 | 49.7 | — | — | |
| Qwen2.5-VL-72BCategory=w/o Retrieval2026.04 | 49.55 | — | — | |
| RCgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 49 | — | — | |
| HopSBackbone=CLIP-ResNet50, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 49 | — | — | |
| HopSBackbone (Insd)=CLIP-ResNet50, Insd confusion rate (γc)=0.75, Prompting (uni-prompt)=true2026.04 | 48.9 | — | — | |
| LWCgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 48.7 | — | — | |
| MSEgamma_c=0.90, prompt-mode=cls-prompts2026.04 | 48.4 | — | — | |
| LWCBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 44 | — | — | |
| CEBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 43.6 | — | — | |
| CCBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 42.3 | — | — | |
| LWCBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 42.1 | — | — | |
| CEBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 41.2 | — | — | |
| CCBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.04 | 39 | — | — | |
| EXPgamma_c=0.80, prompt-mode=cls-prompts2026.04 | 38.8 | — | — |