Cover Image

MLLM-Guided VLM Fine-Tuning with Joint Inference for Zero-Shot Composed Image Retrieval

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tu, Rong-Cheng, Jin, Zhao, Liao, Jingyi, Luo, Xiao, Wang, Yingjie, Shen, Li, Tao, Dacheng
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition Information Retrieval
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Multimodal Reasoning Agent for Zero-Shot Composed Image Retrieval
by: Tu, Rong-Cheng, et al.
Published: (2025)

SDR-CIR: Semantic Debias Retrieval Framework for Training-Free Zero-Shot Composed Image Retrieval
by: Sun, Yi, et al.
Published: (2026)

Soft Filtering: Guiding Zero-shot Composed Image Retrieval with Prescriptive and Proscriptive Constraints
by: Jung, Youjin, et al.
Published: (2025)

iSEARLE: Improving Textual Inversion for Zero-Shot Composed Image Retrieval
by: Agnolucci, Lorenzo, et al.
Published: (2024)

CoTMR: Chain-of-Thought Multi-Scale Reasoning for Training-Free Zero-Shot Composed Image Retrieval
by: Sun, Zelong, et al.
Published: (2025)

ZSE-Cap: A Zero-Shot Ensemble for Image Retrieval and Prompt-Guided Captioning
by: Dinh, Duc-Tai, et al.
Published: (2025)

Language-only Efficient Training of Zero-shot Composed Image Retrieval
by: Gu, Geonmo, et al.
Published: (2023)

Modality and Task Adaptation for Enhanced Zero-shot Composed Image Retrieval
by: Li, Haiwen, et al.
Published: (2024)

CLIP-Branches: Interactive Fine-Tuning for Text-Image Retrieval
by: Lülf, Christian, et al.
Published: (2024)

XR: Cross-Modal Agents for Composed Image Retrieval
by: Yang, Zhongyu, et al.
Published: (2026)

Retrieval Augmented Zero-Shot Text Classification
by: Abdullahi, Tassallah, et al.
Published: (2024)

A Sketch+Text Composed Image Retrieval Dataset for Thangka
by: Xu, Jinyu, et al.
Published: (2026)

ZeroGR: A Generalizable and Scalable Framework for Zero-Shot Generative Retrieval
by: Sun, Weiwei, et al.
Published: (2025)

Zero-shot Composed Image Retrieval Considering Query-target Relationship Leveraging Masked Image-text Pairs
by: Zhang, Huaying, et al.
Published: (2024)

Rethinking Composed Image Retrieval Evaluation: A Fine-Grained Benchmark from Image Editing
by: Song, Tingyu, et al.
Published: (2026)

UNION: A Lightweight Target Representation for Efficient Zero-Shot Image-Guided Retrieval with Optional Textual Queries
by: Le, Hoang-Bao, et al.
Published: (2025)

AutoMIR: Effective Zero-Shot Medical Information Retrieval without Relevance Labels
by: Li, Lei, et al.
Published: (2024)

Taxonomy-Guided Zero-Shot Recommendations with LLMs
by: Liang, Yueqing, et al.
Published: (2024)

Resolution-Aware Retrieval Augmented Zero-Shot Forecasting
by: Deznabi, Iman, et al.
Published: (2025)

Fine-grained Motion Retrieval via Joint-Angle Motion Images and Token-Patch Late Interaction
by: Zhang, Yao, et al.
Published: (2026)

InfoCIR: Multimedia Analysis for Composed Image Retrieval
by: Dravilas, Ioannis, et al.
Published: (2026)

Col-Bandit: Zero-Shot Query-Time Pruning for Late-Interaction Retrieval
by: Pony, Roi, et al.
Published: (2026)

Leveraging Large Vision-Language Model as User Intent-aware Encoder for Composed Image Retrieval
by: Sun, Zelong, et al.
Published: (2024)

A Representation Sharpening Framework for Zero Shot Dense Retrieval
by: Ashok, Dhananjay, et al.
Published: (2025)

Checking Fact with Better Retrieval: Dynamic Contrastive Learning for Evidence Retrieval
by: Hua, Zhongtian, et al.
Published: (2026)

MLLM-Driven Semantic Identifier Generation for Generative Cross-Modal Retrieval
by: Li, Tianyuan, et al.
Published: (2025)

Improving Low-Resource Retrieval Effectiveness using Zero-Shot Linguistic Similarity Transfer
by: Chari, Andreas, et al.
Published: (2025)

CompoDiff: Versatile Composed Image Retrieval With Latent Diffusion
by: Gu, Geonmo, et al.
Published: (2023)

A Comprehensive Survey on Composed Image Retrieval
by: Song, Xuemeng, et al.
Published: (2025)

Investigating Task Arithmetic for Zero-Shot Information Retrieval
by: Braga, Marco, et al.
Published: (2025)

RbFT: Robust Fine-tuning for Retrieval-Augmented Generation against Retrieval Defects
by: Tu, Yiteng, et al.
Published: (2025)

CoLLM: A Large Language Model for Composed Image Retrieval
by: Huynh, Chuong, et al.
Published: (2025)

NER Retriever: Zero-Shot Named Entity Retrieval with Type-Aware Embeddings
by: Shachar, Or, et al.
Published: (2025)

Link, Synthesize, Retrieve: Universal Document Linking for Zero-Shot Information Retrieval
by: Hwang, Dae Yon, et al.
Published: (2024)

Beyond Yes and No: Improving Zero-Shot LLM Rankers via Scoring Fine-Grained Relevance Labels
by: Zhuang, Honglei, et al.
Published: (2023)

SPAZER: Spatial-Semantic Progressive Reasoning Agent for Zero-shot 3D Visual Grounding
by: Jin, Zhao, et al.
Published: (2025)

SERVAL: Surprisingly Effective Zero-Shot Visual Document Retrieval Powered by Large Vision and Language Models
by: Nguyen, Thong, et al.
Published: (2025)

Zero-Shot Retrieval for Scalable Visual Search in a Two-Sided Marketplace
by: Rusli, Andre, et al.
Published: (2025)

Automatic Synthetic Data and Fine-grained Adaptive Feature Alignment for Composed Person Retrieval
by: Liu, Delong, et al.
Published: (2023)

KAP: MLLM-assisted OCR Text Enhancement for Hybrid Retrieval in Chinese Non-Narrative Documents
by: Hsu, Hsin-Ling, et al.
Published: (2025)