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ResearchFormerly WizWand

Image-to-Text retrieval on CREPE (test)

0.8735Multi-Obj AccCLIP + Linear
0.485060.5859050.686750.787595May 5, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CLIP + LinearBase Model=CLIP, Adaptation Strategy=Linear2023.050.8735
CLIP + FT lateBase Model=CLIP, Adaptation Strategy=Late Fine-tuning2023.050.8714
MM-AdapterBase Model=CLIP, Adaptation Strategy=MM-Adapter (multimodal feature adapter)2023.050.8702
CLIP + FT allBase Model=CLIP, Adaptation Strategy=Full Fine-tuning2023.050.8239
MM-PredBase Model=FLAVA, Adaptation Strategy=MM-Pred (multimodal head)2023.050.8137
CLIP + Prompt-tuneBase Model=CLIP, Adaptation Strategy=Prompt-tuning2023.050.8081
MM-PredBase Model=CLIP, Adaptation Strategy=MM-Pred (multimodal head)2023.050.7784
CLIPBase Model=CLIP2023.050.7743
MM-AdapterBase Model=FLAVA, Adaptation Strategy=MM-Adapter (multimodal feature adapter)2023.050.7481
FLAVABase Model=FLAVA2023.050.651
FLAVA + FT lateBase Model=FLAVA, Adaptation Strategy=Late Fine-tuning2023.050.5811
FLAVA + LinearBase Model=FLAVA, Adaptation Strategy=Linear2023.050.551
Randomtype=baseline2023.050.5