Image de couverture de livre

VisNec: Measuring and Leveraging Visual Necessity for Multimodal Instruction Tuning

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Dong, Mingkang, Cai, Hongyi, Li, Jie, Zhou, Sifan, Ren, Bin, Peng, Kunyu, Fu, Yuqian
Format:	Preprint
Publié:	2026
Sujets:	Computer Vision and Pattern Recognition Artificial Intelligence
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Once-For-All: A Train-Once and Select-Anytime Framework for Multimodal Instruction Tuning
par: Dong, Mingkang, et autres
Publié: (2026)

MLLM-Selector: Necessity and Diversity-driven High-Value Data Selection for Enhanced Visual Instruction Tuning
par: Ma, Yiwei, et autres
Publié: (2025)

Osprey: Pixel Understanding with Visual Instruction Tuning
par: Yuan, Yuqian, et autres
Publié: (2023)

Pistachio: Towards Synthetic, Balanced, and Long-Form Video Anomaly Benchmarks
par: Li, Jie, et autres
Publié: (2025)

What Makes for Good Visual Instructions? Synthesizing Complex Visual Reasoning Instructions for Visual Instruction Tuning
par: Du, Yifan, et autres
Publié: (2023)

Instruction Tuning-free Visual Token Complement for Multimodal LLMs
par: Wang, Dongsheng, et autres
Publié: (2024)

MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine
par: Zhang, Renrui, et autres
Publié: (2024)

Multi-modal Instruction Tuned LLMs with Fine-grained Visual Perception
par: He, Junwen, et autres
Publié: (2024)

VisGym: Diverse, Customizable, Scalable Environments for Multimodal Agents
par: Wang, Zirui, et autres
Publié: (2026)

Personalized Visual Instruction Tuning
par: Pi, Renjie, et autres
Publié: (2024)

Generative Visual Instruction Tuning
par: Hernandez, Jefferson, et autres
Publié: (2024)

Comparison Visual Instruction Tuning
par: Lin, Wei, et autres
Publié: (2024)

ScalSelect: Scalable Training-Free Multimodal Data Selection for Efficient Visual Instruction Tuning
par: Wu, Changti, et autres
Publié: (2026)

VisRefiner: Learning from Visual Differences for Screenshot-to-Code Generation
par: Deng, Jie, et autres
Publié: (2026)

VTPerception-R1: Enhancing Multimodal Reasoning via Explicit Visual and Textual Perceptual Grounding
par: Ding, Yizhuo, et autres
Publié: (2025)

Multimodal Instruction Tuning with Hybrid State Space Models
par: Zhou, Jianing, et autres
Publié: (2024)

ViSurf: Visual Supervised-and-Reinforcement Fine-Tuning for Large Vision-and-Language Models
par: Liu, Yuqi, et autres
Publié: (2025)

VisBrowse-Bench: Benchmarking Visual-Native Search for Multimodal Browsing Agents
par: Zhang, Zhengbo, et autres
Publié: (2026)

AutoDebias: Automated Framework for Debiasing Text-to-Image Models
par: Cai, Hongyi, et autres
Publié: (2025)

TokenPacker: Efficient Visual Projector for Multimodal LLM
par: Li, Wentong, et autres
Publié: (2024)

SemVink: Advancing VLMs' Semantic Understanding of Optical Illusions via Visual Global Thinking
par: Li, Sifan, et autres
Publié: (2025)

VisCRA: A Visual Chain Reasoning Attack for Jailbreaking Multimodal Large Language Models
par: Sima, Bingrui, et autres
Publié: (2025)

Visual Instruction Tuning with Chain of Region-of-Interest
par: Chen, Yixin, et autres
Publié: (2025)

From EduVisBench to EduVisAgent: A Benchmark and Multi-Agent Framework for Reasoning-Driven Pedagogical Visualization
par: Ji, Haonian, et autres
Publié: (2025)

SurgVisAgent: Multimodal Agentic Model for Versatile Surgical Visual Enhancement
par: Lei, Zeyu, et autres
Publié: (2025)

CompTrack: Information Bottleneck-Guided Low-Rank Dynamic Token Compression for Point Cloud Tracking
par: Zhou, Sifan, et autres
Publié: (2025)

MergeIT: From Selection to Merging for Efficient Instruction Tuning
par: Cai, Hongyi, et autres
Publié: (2025)

VisualToolAgent (VisTA): A Reinforcement Learning Framework for Visual Tool Selection
par: Huang, Zeyi, et autres
Publié: (2025)

EAGLE: Elevating Geometric Reasoning through LLM-empowered Visual Instruction Tuning
par: Li, Zhihao, et autres
Publié: (2024)

Multimodal Continual Instruction Tuning with Dynamic Gradient Guidance
par: Li, Songze, et autres
Publié: (2025)

Multimodal Instruction Tuning with Conditional Mixture of LoRA
par: Shen, Ying, et autres
Publié: (2024)

GeoSense: Internalizing Geometric Necessity Perception for Multimodal Reasoning
par: Liu, Ruiheng, et autres
Publié: (2026)

VisTa: Visual-contextual and Text-augmented Zero-shot Object-level OOD Detection
par: Zhang, Bin, et autres
Publié: (2025)

PMC-VQA: Visual Instruction Tuning for Medical Visual Question Answering
par: Zhang, Xiaoman, et autres
Publié: (2023)

Boosting Visual Instruction Tuning with Self-Supervised Guidance
par: Sirko-Galouchenko, Sophia, et autres
Publié: (2026)

ChangeChat: An Interactive Model for Remote Sensing Change Analysis via Multimodal Instruction Tuning
par: Deng, Pei, et autres
Publié: (2024)

UAV-VisLoc: A Large-scale Dataset for UAV Visual Localization
par: Xu, Wenjia, et autres
Publié: (2024)

INST-IT: Boosting Instance Understanding via Explicit Visual Prompt Instruction Tuning
par: Peng, Wujian, et autres
Publié: (2024)

Advancing Multimodal Large Language Models in Chart Question Answering with Visualization-Referenced Instruction Tuning
par: Zeng, Xingchen, et autres
Publié: (2024)

EmoVIT: Revolutionizing Emotion Insights with Visual Instruction Tuning
par: Xie, Hongxia, et autres
Publié: (2024)