多模态大模型

Seeing the Abstract: Translating the Abstract Language for Vision Language Models

Davide Talon, Federico Girella, Ziyue Liu, Marco Cristani, Yiming Wang

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments Accepted to CVPR25. Project page: https://davidetalon.github.io/fashionact-page/

Large Language Model-Based Knowledge Graph System Construction for Sustainable Development Goals: An AI-Based Speculative Design Perspective

Yi-De Lin, Guan-Ze Liao

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CL、cs.AI

Comments This is a minor revision: fixed a typo in the abstract (time range) and corrected minor textual errors

ArtCrafter: Text-Image Aligning Style Transfer via Embedding Reframing

Nisha Huang, Kaer Huang, Yifan Pu, Jiangshan Wang, Jie Guo, Yiqiang Yan, Xiu Li, Tong-Yee Lee

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments 13 pages, 17 figures, submitted to a journal

Scale Up Composed Image Retrieval Learning via Modification Text Generation

Yinan Zhou, Yaxiong Wang, Haokun Lin, Chen Ma, Li Zhu, Zhedong Zheng

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments 12 pages, 8 figures

Large Language Models for Knowledge Graph Embedding: A Survey

Bingchen Liu, Yuanyuan Fang, Naixing Xu, Shihao Hou, Xin Li, Qian Li

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CL、cs.AI

FineCIR: Explicit Parsing of Fine-Grained Modification Semantics for Composed Image Retrieval

Zixu Li, Zhiheng Fu, Yupeng Hu, Zhiwei Chen, Haokun Wen, Liqiang Nie

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.AI

Fine-grained Textual Inversion Network for Zero-Shot Composed Image Retrieval

Haoqiang Lin, Haokun Wen, Xuemeng Song, Meng Liu, Yupeng Hu, Liqiang Nie

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.MM

RankCLIP: Ranking-Consistent Language-Image Pretraining

Yiming Zhang, Zhuokai Zhao, Zhaorun Chen, Zhili Feng, Zenghui Ding, Yining Sun

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.AI

Comments Code and model checkpoints are available at https://github.com/Jam1ezhang/RankCLIP

good4cir: Generating Detailed Synthetic Captions for Composed Image Retrieval

Pranavi Kolouju, Eric Xing, Robert Pless, Nathan Jacobs, Abby Stylianou

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.AI

Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties

Guanglin Niu

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CL、cs.AI

Comments 22 pages, 8 figures, 3 tables, this paper is a modified English version of our article already published in Computer Science journal (in Chinese), released to facilitate communication among international researchers in the relevant fields

A Recipe for Improving Remote Sensing VLM Zero Shot Generalization

Aviad Barzilai, Yotam Gigi, Amr Helmy, Vered Silverman, Yehonathan Refael, Bolous Jaber, Tomer Shekel, George Leifman, Genady Beryozkin

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.CV、cs.AI

MARS: Paying more attention to visual attributes for text-based person search

Alex Ergasti, Tomaso Fontanini, Claudio Ferrari, Massimo Bertozzi, Andrea Prati

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.AI

Bridging Spectral-wise and Multi-spectral Depth Estimation via Geometry-guided Contrastive Learning

Ukcheol Shin, Kyunghyun Lee, Jean Oh

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.AI

Comments Accepted at ICRA 2025, Github link: https://github.com/UkcheolShin/BridgeMultiSpectralDepth

Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding

Wei Suo, Lijun Zhang, Mengyang Sun, Lin Yuanbo Wu, Peng Wang, Yanning Zhang

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.AI

Retrieval-Augmented Visual Question Answering via Built-in Autoregressive Search Engines

Xinwei Long, Zhiyuan Ma, Ermo Hua, Kaiyan Zhang, Biqing Qi, Bowen Zhou

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.CL

Comments AAAI-25

Question-to-Question Retrieval for Hallucination-Free Knowledge Access: An Approach for Wikipedia and Wikidata Question Answering

Santhosh Thottingal

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CL、cs.AI

Object-centric Binding in Contrastive Language-Image Pretraining

Rim Assouel, Pietro Astolfi, Florian Bordes, Michal Drozdzal, Adriana Romero-Soriano

专题命中 跨模态检索 ：image-text(abstract)；分类 cs.CV、cs.AI

Embedding Self-Correction as an Inherent Ability in Large Language Models for Enhanced Mathematical Reasoning

Kuofeng Gao, Huanqia Cai, Qingyao Shuai, Dihong Gong, Zhifeng Li

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CL、cs.AI

Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT

Wen-Dong Jiang, Chih-Yung Chang, Diptendu Sinha Roy

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments This work has been submitted to the IEEE for possible publication

VideoRAG: Retrieval-Augmented Generation with Extreme Long-Context Videos

Xubin Ren, Lingrui Xu, Long Xia, Shuaiqiang Wang, Dawei Yin, Chao Huang

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.AI

Mitigating Hallucinations in Large Vision-Language Models with Internal Fact-based Contrastive Decoding

Chao Wang, Xuancheng Zhou, Weiwei Fu, Yang Zhou

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.CL

Dissecting Representation Misalignment in Contrastive Learning via Influence Function

Lijie Hu, Chenyang Ren, Huanyi Xie, Khouloud Saadi, Shu Yang, Zhen Tan, Jingfeng Zhang, Di Wang

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CV、cs.AI

Comments 33 pages

A Training-free Sub-quadratic Cost Transformer Model Serving Framework With Hierarchically Pruned Attention

Heejun Lee, Geon Park, Youngwan Lee, Jaduk Suh, Jina Kim, Wonyoung Jeong, Bumsik Kim, Hyemin Lee, Myeongjae Jeon, Sung Ju Hwang

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.CL

Comments 44 pages

Enhancing textual textbook question answering with large language models and retrieval augmented generation

Hessa Abdulrahman Alawwad, Areej Alhothali, Usman Naseem, Ali Alkhathlan, Amani Jamal

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CL、cs.AI

Journal ref Pattern Recognition, Volume 162, 2025, Article 111332

FOCUS: Towards Universal Foreground Segmentation

Zuyao You, Lingyu Kong, Lingchen Meng, Zuxuan Wu

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.AI

Hyperbolic Contrastive Learning for Hierarchical 3D Point Cloud Embedding

Yingjie Liu, Pengyu Zhang, Ziyao He, Mingsong Chen, Xuan Tang, Xian Wei

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.CV、cs.AI

DRCap: Decoding CLAP Latents with Retrieval-Augmented Generation for Zero-shot Audio Captioning

Xiquan Li, Wenxi Chen, Ziyang Ma, Xuenan Xu, Yuzhe Liang, Zhisheng Zheng, Qiuqiang Kong, Xie Chen

专题命中 跨模态检索 ：multi-modal(abstract)；分类 cs.AI、eess.AS

Semi-Supervised Contrastive Learning for Controllable Video-to-Music Retrieval

Shanti Stewart, Gouthaman KV, Lie Lu, Andrea Fanelli

专题命中 跨模态检索 ：cross-modal(abstract)；分类 cs.MM、eess.AS

Comments Accepted at ICASSP 2025

Advanced ingestion process powered by LLM parsing for RAG system

Arnau Perez, Xavier Vizcaino

专题命中 跨模态检索 ：multimodal(abstract)；分类 cs.CL、cs.AI

Comments 12 pages, 3 figures

I0T: Embedding Standardization Method Towards Zero Modality Gap

Na Min An, Eunki Kim, James Thorne, Hyunjung Shim

专题命中 跨模态检索 ：image-text(abstract)；分类 cs.CV、cs.AI

Comments 16 figures, 8 figures, 7 tables