Image Classification on Caltech101 (Accuracy)
96.92AccuracyZS
Evaluation Results
| Method | Links | |
|---|---|---|
| ZSModel=MLLM, Method=ZS2026.01 | 96.92 | |
| CLIP-1+DINO(v2+v3)Setting=Inductive, Test-Time Adaptation (TTA)=false2025.06 | 96.9 | |
| COSMIC*Setting=Inductive, Test-Time Adaptation (TTA)=true2025.06 | 96.8 | |
| Skip TuningShot=16, Time (s)=962, Mem. (M)=5282024.12 | 96.77 | |
| MMFTModel=ViT, Method=Ours2026.01 | 96.73 | |
| FLYPModel=ViT, Method=FLYP2026.01 | 96.69 | |
| CLIP-1+DINOv2Setting=Inductive, Test-Time Adaptation (TTA)=false2025.06 | 96.6 | |
| TOGAShots=16, Venue=-2026.03 | 96.3 | |
| FTModel=ViT, Method=FT2026.01 | 96.11 | |
| ProSRCShot=16, Time (s)=14403, Mem. (M)=33732024.12 | 96.07 | |
| MaPLeShot=16, Time (s)=14070, Mem. (M)=30612024.12 | 96 | |
| Skip TuningShot=8, Time (s)=508, Mem. (M)=5282024.12 | 95.9 | |
| CLIP-MoE + MoE-GRPOTraining shots=16-shot, Source dataset=ImageNet, Training epochs=32026.03 | 95.9 | |
| StatABackbone=ViT-L/14, Scenario=Medium, Batch Size=1282025.01 | 95.8 | |
| StatABackbone=ViT-L/14, Scenario=Separate, Batch Size=1282025.01 | 95.8 | |
| StatABackbone=ViT-L/14, Batch Size=128, Online Test-Time Adaptation=true, Scenario=Medium2025.01 | 95.8 | |
| StatABackbone=ViT-L/14, Batch Size=128, Online Test-Time Adaptation=true, Scenario=Separate2025.01 | 95.8 | |
| TOGAShots=8, Venue=-2026.03 | 95.8 | |
| CLIP-MoETraining shots=16-shot, Source dataset=ImageNet, Training epochs=32026.03 | 95.8 | |
| StatABackbone=ViT-L/14, Scenario=High, Batch Size=1282025.01 | 95.7 | |
| StatABackbone=ViT-L/14, Batch Size=128, Online Test-Time Adaptation=true, Scenario=High2025.01 | 95.7 | |
| TOGAShots=4, Venue=-2026.03 | 95.7 | |
| ProSRCShot=8, Time (s)=7636, Mem. (M)=33732024.12 | 95.67 | |
| StatABackbone=ViT-L/14, Scenario=Low, Batch Size=1282025.01 | 95.6 | |
| StatABackbone=ViT-L/14, Batch Size=128, Online Test-Time Adaptation=true, Scenario=Low2025.01 | 95.6 | |
| Skip TuningShot=4, Time (s)=280, Mem. (M)=5282024.12 | 95.6 | |
| CoOpShot=16, Time (s)=3879, Mem. (M)=45512024.12 | 95.57 | |
| MaPLeZero-shot=true, Source=ImageNet2026.02 | 95.53 | |
| CoFTmode=unsupervised fine-tuning2026.02 | 95.5 | |
| OursAnnotation Budget (B%)=5%, Backbone=CLIP ViT-B/16, Protocol=Full Framework (Joint Training)2026.02 | 95.4 | |
| DMN*Setting=Inductive, Test-Time Adaptation (TTA)=true2025.06 | 95.4 | |
| ProSRCShot=4, Time (s)=3841, Mem. (M)=33732024.12 | 95.27 | |
| CLIPBackbone=ViT-L/14, Setting=Zero-shot, Batch Size=1282025.01 | 95.2 | |
| CLIPBackbone=ViT-L/14, Batch Size=128, Online Test-Time Adaptation=false2025.01 | 95.2 | |
| MaPLeShot=8, Time (s)=7060, Mem. (M)=30612024.12 | 95.2 | |
| CLIP-1+DINOv3Setting=Inductive, Test-Time Adaptation (TTA)=false2025.06 | 95.2 | |
| MMRL + AmPLevariant=standard2025.12 | 95.17 | |
| CoCoOpShot=16, Time (s)=10694, Mem. (M)=28882024.12 | 95.16 | |
| ManiPTZero-shot=true, Source=ImageNet2026.02 | 95.13 | |
| Skip TuningShot=2, Time (s)=165, Mem. (M)=5282024.12 | 95.1 | |
| CoCoOpShot=8, Time (s)=5358, Mem. (M)=28882024.12 | 95.04 | |
| CS-AlignerBackbone=ViT-B/16, Number of Shots=16, Evaluation Protocol=fine-tuned2025.02 | 95 | |
| TOGAShots=2, Venue=-2026.03 | 95 | |
| CoCoOpShot=4, Time (s)=2684, Mem. (M)=28882024.12 | 94.98 | |
| VaMPCross-dataset evaluation protocol=true, Zero-shot transfer=true2025.11 | 94.96 | |
| MMA + AmPLevariant=standard2025.12 | 94.9 | |
| MMRL + MetaTPTadaptation=MetaTPT2025.12 | 94.9 | |
| CoCoOpShot=2, Time (s)=1346, Mem. (M)=28882024.12 | 94.82 | |
| CLIP + MetaTPTadaptation=MetaTPT2025.12 | 94.81 | |
| DPE*Setting=Inductive, Test-Time Adaptation (TTA)=true2025.06 | 94.8 | |
| MMRLvariant=†2025.12 | 94.77 | |
| MaPLe + AmPLevariant=standard2025.12 | 94.77 | |
| MMRLCross-dataset evaluation protocol=true, Zero-shot transfer=true2025.11 | 94.67 | |
| MMRLvariant=standard2025.12 | 94.67 | |
| MMRLadaptation=none2025.12 | 94.67 | |
| CAPTrole=Target2026.03 | 94.62 | |
| UPLmode=unsupervised fine-tuning2026.02 | 94.56 | |
| ProSRCShot=2, Time (s)=1947, Mem. (M)=33732024.12 | 94.53 | |
| TACZero-shot=true, Source=ImageNet2026.02 | 94.53 | |
| TACrole=Target2026.03 | 94.53 | |
| LwEIBrole=Target2026.03 | 94.51 | |
| CoPromptZero-shot=true, Source=ImageNet2026.02 | 94.5 | |
| MaPLeShot=4, Time (s)=3541, Mem. (M)=30612024.12 | 94.43 | |
| CoOpOpCross-dataset evaluation protocol=true, Zero-shot transfer=true2025.11 | 94.43 | |
| CoCoOpvariant=standard2025.12 | 94.43 | |
| CoCoOpZero-shot=true, Source=ImageNet2026.02 | 94.43 | |
| CoOpShot=4, Time (s)=1036, Mem. (M)=45512024.12 | 94.4 | |
| CoFT+mode=unsupervised fine-tuning2026.02 | 94.4 | |
| MMRL + TPTadaptation=TPT2025.12 | 94.4 | |
| CLIP-AdapterBackbone=ViT-B/16, Number of Shots=16, Evaluation Protocol=fine-tuned2025.02 | 94.4 | |
| ZeroSetting=Inductive, Test-Time Adaptation (TTA)=false2025.06 | 94.4 | |
| CoCoOpTraining shots=16-shot, Source dataset=ImageNet, Training epochs=32026.03 | 94.4 | |
| CoOpShot=8, Time (s)=1988, Mem. (M)=45512024.12 | 94.37 | |
| IPOvariant=standard2025.12 | 94.34 | |
| MaPLe + MetaTPTadaptation=MetaTPT2025.12 | 94.31 | |
| TAPZero-shot=true, Source=ImageNet2026.02 | 94.3 | |
| TOGAShots=1, Venue=-2026.03 | 94.3 | |
| AttriPromptvariant=standard2025.12 | 94.23 | |
| MTA*Setting=Inductive, Test-Time Adaptation (TTA)=true2025.06 | 94.2 | |
| TDA*Setting=Inductive, Test-Time Adaptation (TTA)=true2025.06 | 94.2 | |
| CLIP + TPTadaptation=TPT2025.12 | 94.16 | |
| CLIP-MoE + Det-FTTraining shots=16-shot, Source dataset=ImageNet, Training epochs=32026.03 | 94.1 | |
| MaPLe + PromptAlignadaptation=PromptAlign2025.12 | 94.01 | |
| MTABatch Size=1000, Backbone=ViT-B/16, Protocol=Batch test-time adaptation2025.01 | 94 | |
| MaPLeShot=2, Time (s)=1785, Mem. (M)=30612024.12 | 93.97 | |
| TCPCross-dataset evaluation protocol=true, Zero-shot transfer=true2025.11 | 93.97 | |
| OursAnnotation Budget (B%)=1%, Backbone=CLIP ViT-B/16, Protocol=Full Framework (Joint Training)2026.02 | 93.9 | |
| TIPPLE*Setting=Inductive, Test-Time Adaptation (TTA)=true2025.06 | 93.9 | |
| Skip TuningShot=1, Time (s)=106, Mem. (M)=5282024.12 | 93.87 | |
| CoCoOpShot=1, Time (s)=678, Mem. (M)=28882024.12 | 93.83 | |
| MMACross-dataset evaluation protocol=true, Zero-shot transfer=true2025.11 | 93.8 | |
| MMAvariant=standard2025.12 | 93.8 | |
| MaPLevariant=†2025.12 | 93.73 | |
| StatABatch Size=1000, Backbone=ViT-B/16, Keff=Very High (50-100), Protocol=Batch test-time adaptation2025.01 | 93.7 | |
| CoOpCross-dataset evaluation protocol=true, Zero-shot transfer=true2025.11 | 93.7 | |
| CoOpvariant=standard2025.12 | 93.7 | |
| CoOpadaptation=none2025.12 | 93.7 | |
| CoOpZero-shot=true, Source=ImageNet2026.02 | 93.7 | |
| CoOprole=Target2026.03 | 93.7 | |
| CoOpTraining shots=16-shot, Source dataset=ImageNet, Training epochs=32026.03 | 93.7 |