Zero Shot Composed Image Retrieval Zs Cir On 6

Métriques

(Recall@10+Recall@50)/2

Résultats

Résultats de performance de divers modèles sur ce benchmark

Nom du modèle	(Recall@10+Recall@50)/2	Paper Title	Repository
MagicLens (CLIP L)	48	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
LinCIR (CLIP L/14)	21.64	Language-only Efficient Training of Zero-shot Composed Image Retrieval
MagicLens (CLIP B)	36.4	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
iSEARLE-XL (CLIP L/14)	24.46	iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval
FreeDom (CLIP-L/14)	-	Composed Image Retrieval for Training-Free Domain Conversion	-
SEARLE-OTI (CLIP B/32)	12.77	Zero-Shot Composed Image Retrieval with Textual Inversion
iSEARLE-OTI (CLIP B/32)	15.62	iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval
MagicLens (CoCa B)	51.75	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
CompoDiff (CLIP-L/14)	-	Composed Image Retrieval for Training-Free Domain Conversion	-
Context-I2W	20.25	Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval
MagicLens (CoCa L)	52.95	MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
SEARLE (CLIP-L/14)	-	Composed Image Retrieval for Training-Free Domain Conversion	-
SEARLE-XL-OTI (CLIP B/32)	20.42	Zero-Shot Composed Image Retrieval with Textual Inversion
Pic2Word	16.65	Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrieval
SEARLE (CLIP B/32)	11.94	Zero-Shot Composed Image Retrieval with Textual Inversion
SEARLE-XL (CLIP L/14)	21.54	Zero-Shot Composed Image Retrieval with Textual Inversion
Pic2Word (CLIP-L/14)	-	Composed Image Retrieval for Training-Free Domain Conversion	-
WeiCom (CLIP-L/14)	-	Composed Image Retrieval for Training-Free Domain Conversion	-
iSEARLE (CLIP B/32)	16.01	iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval
MagicLens (CLIP-L/14)	-	Composed Image Retrieval for Training-Free Domain Conversion	-

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