Image Classification on Describable Textures Dataset (DTD)
89AccuracyLaCLIP
Evaluation Results
| Method | Links | |
|---|---|---|
| LaCLIPArchitecture=ViT-B/16, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.05 | 89 | |
| CLIPArchitecture=ViT-B/16, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.05 | 88.7 | |
| LaCLIPArchitecture=ViT-B/32, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.05 | 87.5 | |
| CLIPArchitecture=ViT-B/32, Pre-training Data=LAION-400M, Protocol=5-way 5-shot2023.05 | 87.4 | |
| LaSLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.05 | 86.7 | |
| SLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.05 | 85.8 | |
| LaCLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.05 | 84.9 | |
| CLIPArchitecture=ViT-B/16, Pre-training Data=CC12M, Protocol=5-way 5-shot2023.05 | 83.3 | |
| CLIPArchitecture=ViT-B/16, Pre-training Data=RedCaps, Protocol=5-way 5-shot2023.05 | 82.6 | |
| LaCLIPArchitecture=ViT-B/16, Pre-training Data=RedCaps, Protocol=5-way 5-shot2023.05 | 82.4 | |
| NLEEPTop-k=k=32022.07 | 78.14 | |
| SFDAcomTop-k=k=32022.07 | 78.14 | |
| EsViTBackbone=Swin-T, Evaluation Protocol=Linear probe2021.06 | 78.1 | |
| LogMETop-k=k=32022.07 | 77.68 | |
| SFDATop-k=k=32022.07 | 77.68 | |
| NLEEPTop-k=k=22022.07 | 77.25 | |
| LogMETop-k=k=22022.07 | 77.14 | |
| SFDATop-k=k=22022.07 | 76.95 | |
| SFDAcomTop-k=k=22022.07 | 76.95 | |
| CLIPBackbone=ResNet-50, Evaluation Protocol=Linear probe2021.06 | 76.4 | |
| RényiCLEvaluation Protocol=linear evaluation, Multi-crop Augmentation=true2022.08 | 76.3 | |
| LaCLIPArchitecture=ViT-B/16, Pre-training Data=CC3M, Protocol=5-way 5-shot2023.05 | 75.8 | |
| CLSAEvaluation Protocol=linear evaluation, Multi-crop Augmentation=true2022.08 | 75.5 | |
| InfoMinEvaluation Protocol=linear evaluation, Multi-crop Augmentation=false2022.08 | 75 | |
| CLSAEvaluation Protocol=linear evaluation, Multi-crop Augmentation=false2022.08 | 75 | |
| RényiCLEvaluation Protocol=linear evaluation, Multi-crop Augmentation=false2022.08 | 74.6 | |
| CLIPArchitecture=ViT-B/16, Pre-training Data=CC3M, Protocol=5-way 5-shot2023.05 | 74.4 | |
| ViT-g/14N-shot=10, Probe=linear regression2023.05 | 74.1 | |
| xCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.10 | 74 | |
| SupervisedBackbone=Swin-T, Evaluation Protocol=Linear probe2021.06 | 73.1 | |
| SupervisedBackbone=ResNet-50, Evaluation Protocol=Linear probe, Reproduced=true2021.06 | 72.6 | |
| SoViT-400m/14N-shot=10, Probe=linear regression2023.05 | 72.5 | |
| CLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.10 | 72.4 | |
| SupervisedBackbone=ResNet-50, Evaluation Protocol=Linear probe2021.06 | 72.3 | |
| ViT-L/16N-shot=10, Probe=linear regression2023.05 | 72 | |
| nCLIPLinear probing=true, Backbone=ViT-B/16, Pre-train=IT35M2022.10 | 70.6 | |
| VP (white-box)Access=white-box, Shots=16, Repeated runs=32023.03 | 61.9 | |
| BARShots=16, Repeated runs=32023.03 | 47 | |
| BlackVIPShots=16, Repeated runs=32023.03 | 45.2 | |
| ZSMode=Zero-shot2023.03 | 44.7 | |
| VP w/ SPSA-GCShots=16, Repeated runs=3, Optimizer=SPSA-GC2023.03 | 44.5 |