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        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "24917-24927",
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@inproceedings{bb120760,
        AUTHOR = "Li, H.X. and Li, B.Y.",
        TITLE = "Enhancing Vision-Language Compositional Understanding with Multimodal
Synthetic Data",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
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@inproceedings{bb120761,
        AUTHOR = "Zhao, Z. and Lu, P. and Zhang, A. and Li, P.P. and Li, X. and Liu, X. and Hu, Y. and Chen, S.Y. and Wang, L.W. and Guo, W.H.",
        TITLE = "Can Machines Understand Composition? Dataset and Benchmark for
Photographic Image Composition Embedding and Understanding",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "14411-14421",
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@inproceedings{bb120762,
        AUTHOR = "Tang, Y.M. and Yu, J. and Gai, K. and Zhuang, J. and Xiong, G. and Gou, G.P. and Wu, Q.",
        TITLE = "Missing Target-Relevant Information Prediction with World Model for
Accurate Zero-Shot Composed Image Retrieval",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "24785-24795",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match-pl505comim2.html#TT117327"}

@inproceedings{bb120763,
        AUTHOR = "Wang, L. and Ao, W. and Boddeti, V.N. and Lim, S.N.",
        TITLE = "Generative Zero-Shot Composed Image Retrieval",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "29690-29700",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match-pl505comim2.html#TT117328"}

@inproceedings{bb120764,
        AUTHOR = "Huynh, C. and Yang, J. and Tawari, A. and Shah, M. and Tran, S. and Hamid, R. and Chilimbi, T. and Shrivastava, A.",
        TITLE = "CoLLM: A Large Language Model for Composed Image Retrieval",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "3994-4004",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match-pl505comim2.html#TT117329"}

@inproceedings{bb120765,
        AUTHOR = "Tian, L. and Zhao, J. and Hu, Z.C. and Yang, Z.W. and Li, H. and Jin, L. and Wang, Z. and Li, X.L.",
        TITLE = "CCIN: Compositional Conflict Identification and Neutralization for
Composed Image Retrieval",
        BOOKTITLE = CVPR25,
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@inproceedings{bb120766,
        AUTHOR = "Li, Y. and Ma, F. and Yang, Y.",
        TITLE = "Imagine and Seek: Improving Composed Image Retrieval with an Imagined
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        BOOKTITLE = CVPR25,
        YEAR = "2025",
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@inproceedings{bb120767,
        AUTHOR = "Li, S.X. and He, C.H. and Liu, X. and Zhou, J.T.Y. and Peng, X. and Hu, P.",
        TITLE = "Learning with Noisy Triplet Correspondence for Composed Image
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        BOOKTITLE = CVPR25,
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        PAGES = "19628-19637",
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@inproceedings{bb120768,
        AUTHOR = "Xing, E. and Kolouju, P. and Pless, R. and Stylianou, A. and Jacobs, N.",
        TITLE = "ConText-CIR: Learning from Concepts in Text for Composed Image
Retrieval",
        BOOKTITLE = CVPR25,
        YEAR = "2025",
        PAGES = "19638-19648",
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@inproceedings{bb120769,
        AUTHOR = "Tang, Y. and Zhang, J. and Qin, X.T. and Yu, J. and Gou, G.P. and Gang Xiong, G.X. and Lin, Q.W. and Rajmohan, S. and Zhang, D.M. and Wu, Q.",
        TITLE = "Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for
Training-Free Zero-Shot Composed Image Retrieval",
        BOOKTITLE = CVPR25,
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@inproceedings{bb120770,
        AUTHOR = "Zhao, J.J. and Li, J. and Lian, D.Z. and Sun, L.G. and Lv, P.",
        TITLE = "DualCIR: Enhancing Training-Free Composed Image Retrieval via
Dual-Directional Descriptions",
        BOOKTITLE = WACV25,
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@inproceedings{bb120771,
        AUTHOR = "Efthymiadis, N. and Psomas, B. and Laskar, Z. and Karantzalos, K. and Avrithis, Y. and Chum, O. and Tolias, G.",
        TITLE = "Composed Image Retrieval for Training-FREE DOMain Conversion",
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@inproceedings{bb120772,
        AUTHOR = "Hummel, T. and Karthik, S. and Georgescu, M.I. and Akata, Z.",
        TITLE = "Egocvr: An Egocentric Benchmark for Fine-grained Composed Video
Retrieval",
        BOOKTITLE = ECCV24,
        YEAR = "2024",
        PAGES = "XXXVII: 1-17",
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@inproceedings{bb120773,
        AUTHOR = "Liu, Z.Y. and Sun, W.X. and Hong, Y.C. and Teney, D. and Gould, S.",
        TITLE = "Bi-directional Training for Composed Image Retrieval via Text Prompt
Learning",
        BOOKTITLE = WACV24,
        YEAR = "2024",
        PAGES = "5741-5750",
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@inproceedings{bb120774,
        AUTHOR = "Thawakar, O. and Naseer, M. and Anwer, R.M. and Khan, S. and Felsberg, M. and Shah, M. and Khan, F.S.",
        TITLE = "Composed Video Retrieval via Enriched Context and Discriminative
Embeddings",
        BOOKTITLE = CVPR24,
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@inproceedings{bb120775,
        AUTHOR = "Jang, Y.K. and Kim, D.H. and Meng, Z.H. and Huynh, D. and Lim, S.N.",
        TITLE = "Visual Delta Generator with Large Multi-Modal Models for
Semi-Supervised Composed Image Retrieval",
        BOOKTITLE = CVPR24,
        YEAR = "2024",
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@inproceedings{bb120776,
        AUTHOR = "Suo, Y.C. and Ma, F. and Zhu, L.C. and Yang, Y.",
        TITLE = "Knowledge-Enhanced Dual-Stream Zero-Shot Composed Image Retrieval",
        BOOKTITLE = CVPR24,
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@inproceedings{bb120777,
        AUTHOR = "Zhang, H. and Yanagi, R. and Togo, R. and Ogawa, T. and Haseyama, M.",
        TITLE = "Zero-Shot Composed Image Retrieval Considering Query-Target
Relationship Leveraging Masked Image-Text Pairs",
        BOOKTITLE = ICIP24,
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@inproceedings{bb120778,
        AUTHOR = "Jang, Y.K. and Huynh, D. and Shah, A. and Chen, W.K. and Lim, S.N.",
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        PAGES = "XIX: 239-254",
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@inproceedings{bb120779,
        AUTHOR = "Gu, G. and Chun, S. and Kim, W. and Kang, Y. and Yun, S.",
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@inproceedings{bb120780,
        AUTHOR = "Yan, C.R. and Ma, M. and Zhang, Y.T. and Wan, Y.Q.",
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        YEAR = "2024",
        PAGES = "VI: 239-254",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match-pl505comim2.html#TT117345"}

@inproceedings{bb120781,
        AUTHOR = "Saito, K. and Sohn, K. and Zhang, X. and Li, C.L. and Lee, C.Y. and Saenko, K. and Pfister, T.",
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        BOOKTITLE = CVPR23,
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@inproceedings{bb120782,
        AUTHOR = "Baldrati, A. and Bertini, M. and Uricchio, T. and del Bimbo, A.",
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CLIP-based features",
        BOOKTITLE = CVPR22,
        YEAR = "2022",
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@inproceedings{bb120783,
        AUTHOR = "Baldrati, A. and Bertini, M. and Uricchio, T. and del Bimbo, A.",
        TITLE = "Conditioned and composed image retrieval combining and partially
fine-tuning CLIP-based features",
        BOOKTITLE = ODRUM22,
        YEAR = "2022",
        PAGES = "4955-4964",
        BIBSOURCE = "http://www.visionbib.com/bibliography/match-pl505comim2.html#TT117348"}

@inproceedings{bb120784,
        AUTHOR = "Hosseinzadeh, M. and Wang, Y.",
        TITLE = "Composed Query Image Retrieval Using Locally Bounded Features",
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        YEAR = "2020",
        PAGES = "3593-3602",
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@book{bb120785,
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@article{bb120788,
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        AUTHOR = "Quam, L.H.",
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        AUTHOR = "Quam, L.H.",
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        BIBSOURCE = "http://www.visionbib.com/bibliography/match-pl505.html#TT117354"}

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        AUTHOR = "Quam, L.H.",
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@article{bb120794,
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        YEAR = "1973",
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        AUTHOR = "Araki, T. and Furukawa, S. and Satake, T. and Himezawa, H.",
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        YEAR = "1988",
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@inproceedings{bb120796,
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        BOOKTITLE = US_Patent,
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@inproceedings{bb120797,
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@article{bb120798,
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@inproceedings{bb120799,
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