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Foreground Segmentation on Pascal-5i (test)

45.93mIoU (Fold 0)PromptHub
27.969232.632137.29541.9579May 24, 2024Sep 11, 2024Dec 31, 2024Apr 21, 2025Aug 9, 2025Nov 28, 2025Mar 19, 2026

Evaluation results

MethodLinks
PromptHubLearning Paradigm=Prompt Fusion, Number of Prompts (N)=162026.0345.9353.1245.4446.7447.81
CONDENSERLearning Paradigm=Prompt Fusion, Number of Prompts (N)=162026.0345.5352.0644.3344.5846.63
PromptHubLearning Paradigm=Prompt Fusion, Number of Prompts (N)=12026.0343.2650.7543.8342.8245.17
Partial2Globalvoting-strategy=true2024.0543.2345.541.7940.2242.69
PromptHubPrompt Number (N)=16, Train Dataset=COCO-5i2026.0342.6946.7141.9737.3142.17
prompt-SelFvoting-strategy=true2024.0542.4843.3439.7638.541.02
CONDENSERLearning Paradigm=Prompt Fusion, Number of Prompts (N)=12026.0342.1350.3142.241.944.14
InMeMoLearning Paradigm=PEFT2026.0341.6547.6842.4340.843.14
CONDENSERPrompt Number (N)=1, Train Dataset=COCO-5i2026.0340.3944.5440.2336.3340.37
CONDENSERPrompt Number (N)=16, Train Dataset=COCO-5i2026.0340.3744.8541.0335.8440.52
PromptHubPrompt Number (N)=1, Train Dataset=COCO-5i2026.0340.3645.2440.4337.9441
Prompt-SelFTrain Dataset=COCO-5i2026.0340.1342.1437.8438.5239.66
Partial2Globalvoting-strategy=false2024.0538.8141.5437.2536.0138.4
Partial2GlobalLearning Paradigm=Retriever Training2026.0338.8141.5437.2536.0138.4
InMeMoTrain Dataset=COCO-5i2026.0338.7443.8240.4537.1240.03
VTVLearning Paradigm=Task Vectors2026.033837333233.5
SupPRvoting-strategy=false2024.0537.0838.4334.432.3235.56
SupPRLearning Paradigm=Retriever Training2026.0337.0838.4334.432.3235.56
Prompt-SelFLearning Paradigm=Zero-Shot2026.0335.6938.2535.8633.3735.79
UnsupPRvoting-strategy=false2024.0534.7535.9232.4131.1633.56
UnsupPRLearning Paradigm=Zero-Shot2026.0334.7535.9232.4131.1633.56
MAE-VQGANvoting-strategy=false2024.0528.6630.2127.8123.5527.56
RandomLearning Paradigm=Zero-Shot2026.0328.6630.2127.8123.5527.56