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Zero Shot Composed Image Retrieval Zs Cir On 6

Metrics

(Recall@10+Recall@50)/2

Results

Performance results of various models on this benchmark

Paper TitleRepository
MagicLens (CoCa L)52.95MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
MagicLens (CoCa B)51.75MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
MagicLens (CLIP L)48MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
MagicLens (CLIP B)36.4MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions
iSEARLE-XL (CLIP L/14)24.46iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval
LinCIR (CLIP L/14)21.64Language-only Efficient Training of Zero-shot Composed Image Retrieval
SEARLE-XL (CLIP L/14)21.54Zero-Shot Composed Image Retrieval with Textual Inversion
SEARLE-XL-OTI (CLIP B/32)20.42Zero-Shot Composed Image Retrieval with Textual Inversion
Context-I2W20.25Context-I2W: Mapping Images to Context-dependent Words for Accurate Zero-Shot Composed Image Retrieval
Pic2Word16.65Pic2Word: Mapping Pictures to Words for Zero-shot Composed Image Retrieval
iSEARLE (CLIP B/32)16.01iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval
iSEARLE-OTI (CLIP B/32)15.62iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval
SEARLE-OTI (CLIP B/32)12.77Zero-Shot Composed Image Retrieval with Textual Inversion
SEARLE (CLIP B/32)11.94Zero-Shot Composed Image Retrieval with Textual Inversion
FreeDom (CLIP-L/14)-Composed Image Retrieval for Training-Free Domain Conversion
CompoDiff (CLIP-L/14)-Composed Image Retrieval for Training-Free Domain Conversion
SEARLE (CLIP-L/14)-Composed Image Retrieval for Training-Free Domain Conversion
Pic2Word (CLIP-L/14)-Composed Image Retrieval for Training-Free Domain Conversion
WeiCom (CLIP-L/14)-Composed Image Retrieval for Training-Free Domain Conversion
MagicLens (CLIP-L/14)-Composed Image Retrieval for Training-Free Domain Conversion
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Zero Shot Composed Image Retrieval Zs Cir On 6 | SOTA | HyperAI