MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions

28 March 2024

Siyuan Qiao

Papers citing "MagicLens: Self-Supervised Image Retrieval with Open-Ended Instructions"

27 / 27 papers shown

Title
Breaking the Modality Barrier: Universal Embedding Learning with Multimodal LLMs Tiancheng Gu Kaicheng Yang Ziyong Feng Xingjun Wang Yanzhao Zhang Dingkun Long Yingda Chen Weidong Cai Jiankang Deng VLM 82 0 0 24 Apr 2025
FocalLens: Instruction Tuning Enables Zero-Shot Conditional Image Representations Cheng-Yu Hsieh Pavan Kumar Anasosalu Vasu Fartash Faghri Raviteja Vemulapalli Chun-Liang Li Ranjay Krishna Oncel Tuzel Hadi Pouransari VLM 61 0 0 11 Apr 2025
Transfer between Modalities with MetaQueries Xichen Pan Satya Narayan Shukla Aashu Singh Zhuokai Zhao Shlok Kumar Mishra ... Jiuhai Chen Kunpeng Li F. Xu Ji Hou Saining Xie DiffM 41 6 0 08 Apr 2025
IDMR: Towards Instance-Driven Precise Visual Correspondence in Multimodal Retrieval Bangwei Liu Yicheng Bao Shaohui Lin Xuhong Wang Xin Tan Y. Wang Yuan Xie Chaochao Lu 55 0 0 01 Apr 2025
good4cir: Generating Detailed Synthetic Captions for Composed Image Retrieval Pranavi Kolouju Eric Xing Robert Pless Nathan Jacobs Abby Stylianou 3DV 55 0 0 22 Mar 2025
Missing Target-Relevant Information Prediction with World Model for Accurate Zero-Shot Composed Image Retrieval Yuanmin Tang Jing Yu Keke Gai Jiamin Zhuang Gang Xiong Gaopeng Gou Qi Wu VGen 39 1 0 21 Mar 2025
Towards Understanding Graphical Perception in Large Multimodal Models Kai Zhang Jianwei Yang J. Inala Chandan Singh Jianfeng Gao Yu Su Chenglong Wang 42 1 0 13 Mar 2025
Data-Efficient Generalization for Zero-shot Composed Image Retrieval Zining Chen Zhicheng Zhao Fei Su Xiaoqin Zhang Shijian Lu VLM 40 0 0 07 Mar 2025
ABC: Achieving Better Control of Multimodal Embeddings using VLMs Benjamin Schneider Florian Kerschbaum Wenhu Chen 50 0 0 01 Mar 2025
SuperRAG: Beyond RAG with Layout-Aware Graph Modeling Jeff Yang Duy-Khanh Vu Minh-Tien Nguyen Xuan-Quang Nguyen Linh Nguyen H. Le 3DV 65 0 0 28 Feb 2025
Joint Fusion and Encoding: Advancing Multimodal Retrieval from the Ground Up Lang Huang Qiyu Wu Zhongtao Miao T. Yamasaki 50 0 0 27 Feb 2025
A Comprehensive Survey on Composed Image Retrieval Xuemeng Song Haoqiang Lin Haokun Wen Bohan Hou Mingzhu Xu Liqiang Nie 42 1 0 19 Feb 2025
Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information Retrieval Ze Liu Zhengyang Liang Junjie Zhou Zheng Liu Defu Lian OffRL 53 0 0 17 Feb 2025
VLM2Vec: Training Vision-Language Models for Massive Multimodal Embedding Tasks Ziyan Jiang Rui Meng Xinyi Yang Semih Yavuz Yingbo Zhou Wenhu Chen MLLM VLM 51 18 0 03 Jan 2025
Reason-before-Retrieve: One-Stage Reflective Chain-of-Thoughts for Training-Free Zero-Shot Composed Image Retrieval Yuanmin Tang Xiaoting Qin J. Zhang Jing Yu Gaopeng Gou Gang Xiong Qingwei Ling Saravan Rajmohan Dongmei Zhang Qi Wu LRM 66 1 0 15 Dec 2024
Composed Image Retrieval for Training-Free Domain Conversion Nikos Efthymiadis Bill Psomas Zakaria Laskar Konstantinos Karantzalos Yannis Avrithis Ondřej Chum Giorgos Tolias 65 0 0 04 Dec 2024
Imagine and Seek: Improving Composed Image Retrieval with an Imagined Proxy Y. Li Fan Ma Yi Yang 133 2 0 24 Nov 2024
TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives Maitreya Patel Abhiram Kusumba Sheng Cheng Changhoon Kim Tejas Gokhale Chitta Baral Yezhou Yang CoGe CLIP 50 7 0 04 Nov 2024
MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs Sheng-Chieh Lin Chankyu Lee M. Shoeybi Jimmy J. Lin Bryan Catanzaro Wei Ping 57 10 0 04 Nov 2024
MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models Wenbo Hu Jia-Chen Gu Zi-Yi Dou Mohsen Fayyaz Pan Lu Kai-Wei Chang Nanyun Peng VLM 54 4 0 10 Oct 2024
Video Enriched Retrieval Augmented Generation Using Aligned Video Captions Kevin Dela Rosa 21 0 0 27 May 2024
CompoDiff: Versatile Composed Image Retrieval With Latent Diffusion Geonmo Gu Sanghyuk Chun Wonjae Kim HeeJae Jun Yoohoon Kang Sangdoo Yun DiffM 16 50 0 21 Mar 2023
Open-domain Visual Entity Recognition: Towards Recognizing Millions of Wikipedia Entities Hexiang Hu Yi Luan Yang Chen Urvashi Khandelwal Mandar Joshi Kenton Lee Kristina Toutanova Ming-Wei Chang VLM 43 54 0 22 Feb 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong S. Hoi MLLM BDL VLM CLIP 382 4,010 0 28 Jan 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,261 0 28 Jan 2022
Scaling Up Visual and Vision-Language Representation Learning With Noisy Text Supervision Chao Jia Yinfei Yang Ye Xia Yi-Ting Chen Zarana Parekh Hieu H. Pham Quoc V. Le Yun-hsuan Sung Zhen Li Tom Duerig VLM CLIP 293 3,683 0 11 Feb 2021