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Zero-Shot Composed Image Retrieval (ZS-CIR) 벤치마크

Zero-Shot Composed Image Retrieval (ZS-CIR) on Large Time Lags Location (LTLL)

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mAP

21.27 24.26 27.26 30.25 33.24 2024-12 2026-09 FreeDom (CLIP-L/14) — 33.24 (2024-12-04) WeiCom (CLIP-L/14) — 26.6 (2024-12-04) SEARLE (CLIP-L/14) — 25.46 (2024-12-04) MagicLens (CLIP-L/14) — 24.21 (2024-12-04) CompoDiff (CLIP-L/14) — 21.61 (2024-12-04) Pic2Word (CLIP-L/14) — 21.27 (2024-12-04) FreeDom (CLIP-L/14) — 33.24 (2024-12-04) WeiCom (CLIP-L/14) — 26.6 (2024-12-04) SEARLE (CLIP-L/14) — 25.46 (2024-12-04) MagicLens (CLIP-L/14) — 24.21 (2024-12-04) CompoDiff (CLIP-L/14) — 21.61 (2024-12-04) Pic2Word (CLIP-L/14) — 21.27 (2024-12-04) FreeDom (CLIP-L/14) — 33.24 (2024-12-04)
RankModel mAP PaperCodeYear
1 FreeDom (CLIP-L/14) 33.24 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
2 WeiCom (CLIP-L/14) 26.6 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
3 SEARLE (CLIP-L/14) 25.46 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
4 MagicLens (CLIP-L/14) 24.21 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
5 CompoDiff (CLIP-L/14) 21.61 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
6 Pic2Word (CLIP-L/14) 21.27 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
7 FreeDom (CLIP-L/14) 33.24 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
8 WeiCom (CLIP-L/14) 26.6 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
9 SEARLE (CLIP-L/14) 25.46 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
10 MagicLens (CLIP-L/14) 24.21 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
11 CompoDiff (CLIP-L/14) 21.61 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
12 Pic2Word (CLIP-L/14) 21.27 Composed Image Retrieval for Training-Free Domain Conversion nikosefth/freedom 2024
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