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ResearchFormerly WizWand

Single-object retrieval on PACO Cola single-object compounds

19.36mAP (All)FLAVA + MM-Adapter
11.341613.423315.50517.5867May 5, 2023
Updated 8mo ago

Evaluation results

MethodLinks
FLAVA + MM-AdapterBackbone=FLAVA B-16, Adaptation=Multimodal Adapter2023.0519.3611.1627.55
FLAVA + MM-PredBackbone=FLAVA B-16, Adaptation=Multimodal Prediction Head2023.0518.5710.7126.44
CLIP + MM-AdapterBackbone=CLIP (ViT B-32), Adaptation=Multimodal Adapter2023.0518.5611.4725.66
CLIP + FT lateBackbone=CLIP (ViT B-32), Adaptation=Fine-tuning (Late layers)2023.0515.668.7422.58
CLIP + MM-PredBackbone=CLIP (ViT B-32), Adaptation=Multimodal Prediction Head2023.0515.49822.94
CLIP + FT allBackbone=CLIP (ViT B-32), Adaptation=Fine-tuning (All)2023.0514.586.4922.66
CLIP + LinearBackbone=CLIP (ViT B-32), Adaptation=Linear Probing2023.0514.226.7521.68
FLAVA + FT-lateBackbone=FLAVA B-16, Adaptation=Fine-tuning (Late layers)2023.0512.825.7919.84
CLIP + prompt-tuneBackbone=CLIP (ViT B-32), Adaptation=Prompt Tuning2023.0512.765.9219.61
FLAVABackbone=FLAVA B-16, Adaptation=zero-shot2023.0512.537.2917.76
CLIPBackbone=CLIP (ViT B-32), Adaptation=zero-shot2023.0512.218.6415.79
FLAVA + LinearBackbone=FLAVA B-16, Adaptation=Linear Probing2023.0511.657.915.39