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ResearchFormerly WizWand

Image Classification on STL10 gamma_l = 20 long-tail (test)

98.9AccuracyFixMatch + AdaptFormer + DECON
45.54859.39973.2587.101Jun 10, 2021Dec 11, 2021Jun 13, 2022Dec 14, 2022Jun 16, 2023Dec 17, 2023Jun 19, 2024
Updated 5mo ago

Evaluation results

MethodLinks
FixMatch + AdaptFormer + DECONFine-tuning strategy=AdaptFormer, Pre-trained model=CLIP2024.0698.9
FixMatch + VPT + DECONFine-tuning strategy=Visual Prompt Tuning (VPT), Pre-trained model=CLIP2024.0698.5
FixMatch + AdaptFormer + ACRFine-tuning strategy=AdaptFormer, Pre-trained model=CLIP2024.0698.4
FixMatch + AdaptFormerFine-tuning strategy=AdaptFormer, Pre-trained model=CLIP2024.0698.3
FixMatch + VPT + ACRFine-tuning strategy=Visual Prompt Tuning (VPT), Pre-trained model=CLIP2024.0697.8
FixMatch + VPTFine-tuning strategy=Visual Prompt Tuning (VPT), Pre-trained model=CLIP2024.0697.3
DECONN1=450, M1=100k2024.0685.7
FixMatch w/ FARADN1=450, M1=100k2024.0683.2
FixMatch w/ SimProN1=450, M1=100k2024.0682.5
FixMatch + ACR + BEMN_l=450, M=100k2024.0482.3
DECONN1=150, M1=100k2024.0682.1
FixMatch + ACRN_l=450, M=100k2024.0481.5
FixMatch w/ ACRN1=450, M1=100k2024.0681.5
FixMatch + BEMN_l=450, M=100k2024.0476
FixMatch + ACR + BEMN_l=150, M=100k2024.0475.9
FixMatch w/ DASON_l=450, M=100k, gamma_l=202021.0675.3
FixMatch + DASON_l=450, M=100k2024.0475.3
FixMatch w/ DASON1=450, M1=100k2024.0675.3
FixMatch w/ CDMADN1=450, M1=100k2024.0675.2
FixMatch + ACRN_l=150, M=100k2024.0475.1
FixMatch w/ ACRN1=150, M1=100k2024.0675.1
FixMatch w/ DARPN_l=450, M=100k, gamma_l=202021.0672.3
FixMatch + DARPN_l=450, M=100k2024.0472.3
FixMatch w/ DARPN1=450, M1=100k2024.0672.3
FixMatch w/ CReSTN_l=450, M=100k, gamma_l=202021.0668.6
FixMatch + CReSTN_l=450, M=100k2024.0468.6
FixMatch w/ CReSTN1=450, M1=100k2024.0668.6
FixMatch w/ CReST+N_l=450, M=100k, gamma_l=202021.0668.5
FixMatch + CReST+N_l=450, M=100k2024.0468.5
FixMatch w/ CReST+N1=450, M1=100k2024.0668.5
FixMatch w/ DASON_l=150, M=100k, gamma_l=202021.0665.7
FixMatch + DASON_l=150, M=100k2024.0465.7
FixMatch w/ DASON1=150, M1=100k2024.0665.7
FixMatchN_l=450, M=100k, gamma_l=202021.0664
FixMatchN_l=450, M=100k2024.0464
FixMatchN1=450, M1=100k2024.0664
FixMatch + BEMN_l=150, M=100k2024.0461.6
FixMatch w/ DARPN_l=150, M=100k, gamma_l=202021.0659.9
FixMatch + DARPN_l=150, M=100k2024.0459.9
FixMatch w/ DARPN1=150, M1=100k2024.0659.9
FixMatch w/ CReSTN_l=150, M=100k, gamma_l=202021.0657.1
FixMatch + CReSTN_l=150, M=100k2024.0457.1
FixMatch w/ CReSTN1=150, M1=100k2024.0657.1
FixMatch w/ CReST+N_l=150, M=100k, gamma_l=202021.0656
FixMatch + CReST+N_l=150, M=100k2024.0456
FixMatch w/ CReST+N1=150, M1=100k2024.0656
FixMatchN_l=150, M=100k, gamma_l=202021.0647.6
FixMatchN_l=150, M=100k2024.0447.6
FixMatchN1=150, M1=100k2024.0647.6