Image Classification on STL10-LT (gamma_l = 10) (test)
98.7AccuracyFixMatch + VPT + DECON
Evaluation results
| Method | Links | |
|---|---|---|
| FixMatch + VPT + DECONFine-tuning strategy=Visual Prompt Tuning (VPT), Pre-trained model=CLIP2024.06 | 98.7 | |
| FixMatch + AdaptFormer + ACRFine-tuning strategy=AdaptFormer, Pre-trained model=CLIP2024.06 | 98.6 | |
| FixMatch + AdaptFormer + DECONFine-tuning strategy=AdaptFormer, Pre-trained model=CLIP2024.06 | 98.6 | |
| FixMatch + VPTFine-tuning strategy=Visual Prompt Tuning (VPT), Pre-trained model=CLIP2024.06 | 98.4 | |
| FixMatch + AdaptFormerFine-tuning strategy=AdaptFormer, Pre-trained model=CLIP2024.06 | 98.4 | |
| FixMatch + VPT + ACRFine-tuning strategy=Visual Prompt Tuning (VPT), Pre-trained model=CLIP2024.06 | 98.2 | |
| DECONN1=450, M1=100k2024.06 | 86.6 | |
| FixMatch w/ FARADN1=450, M1=100k2024.06 | 84.6 | |
| FixMatch w/ SimProN1=450, M1=100k2024.06 | 84.5 | |
| FixMatch + ACR + BEMN_l=450, M=100k2024.04 | 84.2 | |
| DECONN1=150, M1=100k2024.06 | 83.3 | |
| FixMatch + ACRN_l=450, M=100k2024.04 | 83 | |
| FixMatch w/ ACRN1=450, M1=100k2024.06 | 83 | |
| FixMatch + BEMN_l=450, M=100k2024.04 | 81.2 | |
| FixMatch w/ CDMADN1=450, M1=100k2024.06 | 79.9 | |
| FixMatch + ACR + BEMN_l=150, M=100k2024.04 | 79.3 | |
| FixMatch + LA + DASOSSL=true, LB=true, PB=true2021.06 | 79 | |
| FixMatch w/ DASON_l=450, M=100k, gamma_l=102021.06 | 78.4 | |
| FixMatch + DASOSSL=true, LB=false, PB=true2021.06 | 78.4 | |
| FixMatch + DASON_l=450, M=100k2024.04 | 78.4 | |
| FixMatch w/ DASON1=450, M1=100k2024.06 | 78.4 | |
| FixMatch + CB re-weight + DASOSSL=true, LB=true, PB=true2021.06 | 77.8 | |
| USADTMSSL=true, LB=false, PB=true2021.06 | 77.1 | |
| FixMatch + ACRN_l=150, M=100k2024.04 | 77.1 | |
| FixMatch w/ ACRN1=150, M1=100k2024.06 | 77.1 | |
| FixMatch + BOSSSSL=true, LB=false, PB=true2021.06 | 76 | |
| FixMatch + Logit Adjustment (LA)SSL=true, LB=true, PB=false2021.06 | 75.9 | |
| FixMatch w/ DARPN_l=450, M=100k, gamma_l=102021.06 | 75.6 | |
| FixMatch + DARPSSL=true, LB=false, PB=true2021.06 | 75.6 | |
| FixMatch + DARPN_l=450, M=100k2024.04 | 75.6 | |
| FixMatch w/ DARPN1=450, M1=100k2024.06 | 75.6 | |
| FixMatch + CB re-weightSSL=true, LB=true, PB=false2021.06 | 74.7 | |
| FixMatchN_l=450, M=100k, gamma_l=102021.06 | 72.4 | |
| FixMatchSSL=true, LB=false, PB=false2021.06 | 72.4 | |
| FixMatchN_l=450, M=100k2024.04 | 72.4 | |
| FixMatchN1=450, M1=100k2024.06 | 72.4 | |
| FixMatch w/ CReSTN_l=450, M=100k, gamma_l=102021.06 | 71.6 | |
| FixMatch + CReSTSSL=true, LB=false, PB=true2021.06 | 71.6 | |
| FixMatch + CReSTN_l=450, M=100k2024.04 | 71.6 | |
| FixMatch w/ CReSTN1=450, M1=100k2024.06 | 71.6 | |
| FixMatch w/ CReST+N_l=450, M=100k, gamma_l=102021.06 | 71.5 | |
| FixMatch + CReST+SSL=true, LB=false, PB=true2021.06 | 71.5 | |
| FixMatch + CReST+N_l=450, M=100k2024.04 | 71.5 | |
| FixMatch w/ CReST+N1=450, M1=100k2024.06 | 71.5 | |
| FixMatch w/ DASON_l=150, M=100k, gamma_l=102021.06 | 70 | |
| FixMatch + DASON_l=150, M=100k2024.04 | 70 | |
| FixMatch w/ DASON1=150, M1=100k2024.06 | 70 | |
| FixMatch + BEMN_l=150, M=100k2024.04 | 68.3 | |
| FixMatch w/ DARPN_l=150, M=100k, gamma_l=102021.06 | 66.9 | |
| FixMatch + DARPN_l=150, M=100k2024.04 | 66.9 | |
| FixMatch w/ DARPN1=150, M1=100k2024.06 | 66.9 | |
| Logit Adjustment (LA)SSL=false, LB=true, PB=false2021.06 | 63.1 | |
| LDAM-DRWSSL=false, LB=true, PB=false2021.06 | 62.1 | |
| FixMatch w/ CReSTN_l=150, M=100k, gamma_l=102021.06 | 61.7 | |
| FixMatch + CReSTN_l=150, M=100k2024.04 | 61.7 | |
| FixMatch w/ CReSTN1=150, M1=100k2024.06 | 61.7 | |
| cRTSSL=false, LB=true, PB=false2021.06 | 61.6 | |
| FixMatch w/ CReST+N_l=150, M=100k, gamma_l=102021.06 | 61.2 | |
| FixMatch + CReST+N_l=150, M=100k2024.04 | 61.2 | |
| FixMatch w/ CReST+N1=150, M1=100k2024.06 | 61.2 | |
| SupervisedSSL=false, LB=false, PB=false2021.06 | 60.4 | |
| PseudoLabelSSL=true, LB=false, PB=false2021.06 | 60.4 | |
| FixMatchN_l=150, M=100k, gamma_l=102021.06 | 56.1 | |
| FixMatchN_l=150, M=100k2024.04 | 56.1 | |
| FixMatchN1=150, M1=100k2024.06 | 56.1 |