Image Classification on Aircraft (test)
88.9AccuracySSL-HSIC (w/ target)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSL-HSIC (w/ target)Evaluation Protocol=Fine-tuned2021.06 | 88.9 | — | — | |
| SimCLRPre-trained Network=SimCLR2021.02 | 88.1 | 0.95 | — | |
| SimCLREvaluation Protocol=Fine-tuned2021.06 | 88.1 | — | — | |
| BYOLEvaluation Protocol=Fine-tuned2021.06 | 88.1 | — | — | |
| SSL-HSIC (w/o target)Evaluation Protocol=Fine-tuned2021.06 | 87.1 | — | — | |
| MoCo 800Pre-trained Network=MoCo 8002021.02 | 86.99 | 0.946 | — | |
| Supervised-INEvaluation Protocol=Fine-tuned2021.06 | 86 | — | — | |
| Random initEvaluation Protocol=Fine-tuned2021.06 | 85.9 | — | — | |
| MoCo V2Pre-trained Network=MoCo V22021.02 | 84.16 | 0.941 | — | |
| MoCo V1Pre-trained Network=MoCo V12021.02 | 81.68 | 0.934 | — | |
| Linear ProbeInterpretability=false, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 64.03 | — | — | |
| PCBM-ReDInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 62.95 | — | — | |
| LaBoInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 61.42 | — | — | |
| Supervised-INEvaluation Protocol=Linear2021.06 | 61 | — | — | |
| V2C-CBMInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 60.71 | — | — | |
| BYOLEvaluation Protocol=Linear2021.06 | 60.6 | — | — | |
| SSL-HSIC (w/ target)Evaluation Protocol=Linear2021.06 | 58.5 | — | — | |
| SSL-HSIC (w/o target)Evaluation Protocol=Linear2021.06 | 57.9 | — | — | |
| Res-CBMInterpretability=true, Evaluation Setting=Fully-supervised, Backbone=CLIP ViT-L/142026.01 | 54.67 | — | — | |
| MoCo v2 + DIFFUSEMIXFramework=Self-Supervised Learning, Augmentation=DIFFUSEMIX2024.04 | 53.28 | — | — | |
| MoCo v2Framework=Self-Supervised Learning2024.04 | 51.36 | — | — | |
| SimCLREvaluation Protocol=Linear2021.06 | 50.3 | — | — | |
| SimSiam + DIFFUSEMIXFramework=Self-Supervised Learning, Augmentation=DIFFUSEMIX2024.04 | 42.63 | — | — | |
| SimSiamFramework=Self-Supervised Learning2024.04 | 40.37 | — | — | |
| PCBM-ReD + CuPLInterpretability=true, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 35.52 | — | — | |
| CuPLInterpretability=false, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 35.43 | — | — | |
| PCBM-ReDInterpretability=true, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 32.01 | — | — | |
| CLIPInterpretability=false, Evaluation Setting=Zero-shot, Backbone=CLIP ViT-L/142026.01 | 31.77 | — | — | |
| DINOBackbone=ViT-Small/16, Pre-trained=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | — | — | 84.2 | |
| DINO-vMFBackbone=ViT-Small/16, Pre-trained=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | — | — | 85 | |
| iBOTBackbone=ViT-Small/16, Pre-trained=ImageNet-1K, Evaluation Protocol=Fine-tuning2024.05 | — | — | 85.7 |