Image Classification on STL10 gamma_l = 20 long-tail (test)
98.9AccuracyFixMatch + AdaptFormer + DECON
Evaluation Results
| Method | Links | |
|---|---|---|
| FixMatch + AdaptFormer + DECONFine-tuning strategy=AdaptFormer, Pre-trained model=CLIP2024.06 | 98.9 | |
| FixMatch + VPT + DECONFine-tuning strategy=Visual Prompt Tuning (VPT), Pre-trained model=CLIP2024.06 | 98.5 | |
| FixMatch + AdaptFormer + ACRFine-tuning strategy=AdaptFormer, Pre-trained model=CLIP2024.06 | 98.4 | |
| FixMatch + AdaptFormerFine-tuning strategy=AdaptFormer, Pre-trained model=CLIP2024.06 | 98.3 | |
| FixMatch + VPT + ACRFine-tuning strategy=Visual Prompt Tuning (VPT), Pre-trained model=CLIP2024.06 | 97.8 | |
| FixMatch + VPTFine-tuning strategy=Visual Prompt Tuning (VPT), Pre-trained model=CLIP2024.06 | 97.3 | |
| DECONN1=450, M1=100k2024.06 | 85.7 | |
| FixMatch w/ FARADN1=450, M1=100k2024.06 | 83.2 | |
| FixMatch w/ SimProN1=450, M1=100k2024.06 | 82.5 | |
| FixMatch + ACR + BEMN_l=450, M=100k2024.04 | 82.3 | |
| DECONN1=150, M1=100k2024.06 | 82.1 | |
| FixMatch + ACRN_l=450, M=100k2024.04 | 81.5 | |
| FixMatch w/ ACRN1=450, M1=100k2024.06 | 81.5 | |
| FixMatch + BEMN_l=450, M=100k2024.04 | 76 | |
| FixMatch + ACR + BEMN_l=150, M=100k2024.04 | 75.9 | |
| FixMatch w/ DASON_l=450, M=100k, gamma_l=202021.06 | 75.3 | |
| FixMatch + DASON_l=450, M=100k2024.04 | 75.3 | |
| FixMatch w/ DASON1=450, M1=100k2024.06 | 75.3 | |
| FixMatch w/ CDMADN1=450, M1=100k2024.06 | 75.2 | |
| FixMatch + ACRN_l=150, M=100k2024.04 | 75.1 | |
| FixMatch w/ ACRN1=150, M1=100k2024.06 | 75.1 | |
| FixMatch w/ DARPN_l=450, M=100k, gamma_l=202021.06 | 72.3 | |
| FixMatch + DARPN_l=450, M=100k2024.04 | 72.3 | |
| FixMatch w/ DARPN1=450, M1=100k2024.06 | 72.3 | |
| FixMatch w/ CReSTN_l=450, M=100k, gamma_l=202021.06 | 68.6 | |
| FixMatch + CReSTN_l=450, M=100k2024.04 | 68.6 | |
| FixMatch w/ CReSTN1=450, M1=100k2024.06 | 68.6 | |
| FixMatch w/ CReST+N_l=450, M=100k, gamma_l=202021.06 | 68.5 | |
| FixMatch + CReST+N_l=450, M=100k2024.04 | 68.5 | |
| FixMatch w/ CReST+N1=450, M1=100k2024.06 | 68.5 | |
| FixMatch w/ DASON_l=150, M=100k, gamma_l=202021.06 | 65.7 | |
| FixMatch + DASON_l=150, M=100k2024.04 | 65.7 | |
| FixMatch w/ DASON1=150, M1=100k2024.06 | 65.7 | |
| FixMatchN_l=450, M=100k, gamma_l=202021.06 | 64 | |
| FixMatchN_l=450, M=100k2024.04 | 64 | |
| FixMatchN1=450, M1=100k2024.06 | 64 | |
| FixMatch + BEMN_l=150, M=100k2024.04 | 61.6 | |
| FixMatch w/ DARPN_l=150, M=100k, gamma_l=202021.06 | 59.9 | |
| FixMatch + DARPN_l=150, M=100k2024.04 | 59.9 | |
| FixMatch w/ DARPN1=150, M1=100k2024.06 | 59.9 | |
| FixMatch w/ CReSTN_l=150, M=100k, gamma_l=202021.06 | 57.1 | |
| FixMatch + CReSTN_l=150, M=100k2024.04 | 57.1 | |
| FixMatch w/ CReSTN1=150, M1=100k2024.06 | 57.1 | |
| FixMatch w/ CReST+N_l=150, M=100k, gamma_l=202021.06 | 56 | |
| FixMatch + CReST+N_l=150, M=100k2024.04 | 56 | |
| FixMatch w/ CReST+N1=150, M1=100k2024.06 | 56 | |
| FixMatchN_l=150, M=100k, gamma_l=202021.06 | 47.6 | |
| FixMatchN_l=150, M=100k2024.04 | 47.6 | |
| FixMatchN1=150, M1=100k2024.06 | 47.6 |