MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs

MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs

4 November 2024

Sheng-Chieh Lin

Bryan Catanzaro

Papers citing "MM-Embed: Universal Multimodal Retrieval with Multimodal LLMs"

10 / 10 papers shown

Title
UniMoCo: Unified Modality Completion for Robust Multi-Modal Embeddings Jiajun Qin Yuan Pu Zhuolun He Seunggeun Kim David Z. Pan Bei Yu 2 0 0 17 May 2025
Tevatron 2.0: Unified Document Retrieval Toolkit across Scale, Language, and Modality Xueguang Ma Luyu Gao Shengyao Zhuang Jiaqi Samantha Zhan Jamie Callan Jimmy Lin 154 0 0 05 May 2025
MR. Video: "MapReduce" is the Principle for Long Video Understanding Ziqi Pang Yu-xiong Wang VLM 45 0 0 22 Apr 2025
MIEB: Massive Image Embedding Benchmark Chenghao Xiao Isaac Chung Imene Kerboua Jamie Stirling Xin Zhang Márton Kardos Roman Solomatin Noura Al Moubayed Kenneth C. Enevoldsen Niklas Muennighoff VLM 42 0 0 14 Apr 2025
IDMR: Towards Instance-Driven Precise Visual Correspondence in Multimodal Retrieval Bangwei Liu Yicheng Bao Shaohui Lin Xuhong Wang Xin Tan Yansen Wang Yuan Xie Chaochao Lu 84 0 0 01 Apr 2025
Continual Multimodal Contrastive Learning Xiaohao Liu Xiaobo Xia See-Kiong Ng Tat-Seng Chua CLL 57 0 0 19 Mar 2025
Joint Fusion and Encoding: Advancing Multimodal Retrieval from the Ground Up Lang Huang Qiyu Wu Zhongtao Miao T. Yamasaki 162 0 0 27 Feb 2025
Any Information Is Just Worth One Single Screenshot: Unifying Search With Visualized Information Retrieval Ze Liu Junjie Zhou Yueze Wang Zheng Liu Defu Lian OffRL 118 0 0 17 Feb 2025
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation Mohammad Mahdi Abootorabi Amirhosein Zobeiri Mahdi Dehghani Mohammadali Mohammadkhani Bardia Mohammadi Omid Ghahroodi M. Baghshah Ehsaneddin Asgari RALM 105 4 0 12 Feb 2025
jina-clip-v2: Multilingual Multimodal Embeddings for Text and Images Andreas Koukounas Georgios Mastrapas Bo Wang Mohammad Kalim Akram Sedigheh Eslami Michael Gunther Isabelle Mohr Saba Sturua Scott Martens Nan Wang VLM 110 7 0 11 Dec 2024