Cover Image

Visual-O1: Understanding Ambiguous Instructions via Multi-modal Multi-turn Chain-of-thoughts Reasoning

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ni, Minheng, Fan, Yutao, Zhang, Lei, Zuo, Wangmeng
Format:	Preprint
Published:	2024
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

CoEditor++: Instruction-based Visual Editing via Cognitive Reasoning
by: Ni, Minheng, et al.
Published: (2026)

Responsible Visual Editing
by: Ni, Minheng, et al.
Published: (2024)

MIRAGE: Assessing Hallucination in Multimodal Reasoning Chains of MLLM
by: Dong, Bowen, et al.
Published: (2025)

Point-RFT: Improving Multimodal Reasoning with Visually Grounded Reinforcement Finetuning
by: Ni, Minheng, et al.
Published: (2025)

Multi-modal Crowd Counting via a Broker Modality
by: Meng, Haoliang, et al.
Published: (2024)

Don't Let Your Robot be Harmful: Responsible Robotic Manipulation via Safety-as-Policy
by: Ni, Minheng, et al.
Published: (2024)

AutoDirector: Online Auto-scheduling Agents for Multi-sensory Composition
by: Ni, Minheng, et al.
Published: (2024)

Answer-Consistent Chain-of-thought Reinforcement Learning For Multi-modal Large Langauge Models
by: Huang, Minbin, et al.
Published: (2025)

RSVP: Reasoning Segmentation via Visual Prompting and Multi-modal Chain-of-Thought
by: Lu, Yi, et al.
Published: (2025)

Multi-Timescale Motion-Decoupled Spiking Transformer for Audio-Visual Zero-Shot Learning
by: Li, Wenrui, et al.
Published: (2025)

InterCoG: Towards Spatially Precise Image Editing with Interleaved Chain-of-Grounding Reasoning
by: Wan, Yecong, et al.
Published: (2026)

InteractiveOmni: A Unified Omni-modal Model for Audio-Visual Multi-turn Dialogue
by: Tong, Wenwen, et al.
Published: (2025)

HYDRA: Unifying Multi-modal Generation and Understanding via Representation-Harmonized Tokenization
by: Qiu, Xuerui, et al.
Published: (2026)

CRAG-MM: Multi-modal Multi-turn Comprehensive RAG Benchmark
by: Wang, Jiaqi, et al.
Published: (2025)

Self-Supervised High Dynamic Range Imaging with Multi-Exposure Images in Dynamic Scenes
by: Zhang, Zhilu, et al.
Published: (2023)

Advancing Large Multi-modal Models with Explicit Chain-of-Reasoning and Visual Question Generation
by: Uehara, Kohei, et al.
Published: (2024)

ConSept: Continual Semantic Segmentation via Adapter-based Vision Transformer
by: Dong, Bowen, et al.
Published: (2024)

Pixel-Level Reasoning Segmentation via Multi-turn Conversations
by: Cai, Dexian, et al.
Published: (2025)

MV-VTON: Multi-View Virtual Try-On with Diffusion Models
by: Wang, Haoyu, et al.
Published: (2024)

Multi-modal Instruction Tuned LLMs with Fine-grained Visual Perception
by: He, Junwen, et al.
Published: (2024)

A cross-modal network for facial expression recognition
by: Tian, Chunwei, et al.
Published: (2026)

MC$^2$: Multi-concept Guidance for Customized Multi-concept Generation
by: Jiang, Jiaxiu, et al.
Published: (2024)

M$^3$-Med: A Benchmark for Multi-lingual, Multi-modal, and Multi-hop Reasoning in Medical Instructional Video Understanding
by: Liu, Shenxi, et al.
Published: (2025)

Rethinking Patient Education as Multi-turn Multi-modal Interaction
by: Yao, Zonghai, et al.
Published: (2026)

DialogGen: Multi-modal Interactive Dialogue System for Multi-turn Text-to-Image Generation
by: Huang, Minbin, et al.
Published: (2024)

3DMIT: 3D Multi-modal Instruction Tuning for Scene Understanding
by: Li, Zeju, et al.
Published: (2024)

Deep But Reliable: Advancing Multi-turn Reasoning for Thinking with Images
by: Yang, Wenhao, et al.
Published: (2025)

UniM$^2$AE: Multi-modal Masked Autoencoders with Unified 3D Representation for 3D Perception in Autonomous Driving
by: Zou, Jian, et al.
Published: (2023)

PhotoFramer: Multi-modal Image Composition Instruction
by: You, Zhiyuan, et al.
Published: (2025)

DEL: Dense Event Localization for Multi-modal Audio-Visual Understanding
by: Ahmadian, Mona, et al.
Published: (2025)

Bridging Geometry-Coherent Text-to-3D Generation with Multi-View Diffusion Priors and Gaussian Splatting
by: Yang, Feng, et al.
Published: (2025)

Multi-turn Consistent Image Editing
by: Zhou, Zijun, et al.
Published: (2025)

TechImage-Bench: Rubric-Based Evaluation for Technical Image Generation
by: Ni, Minheng, et al.
Published: (2025)

MCoT-MVS: Multi-level Vision Selection by Multi-modal Chain-of-Thought Reasoning for Composed Image Retrieval
by: Ge, Xuri, et al.
Published: (2026)

Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understanding
by: Wang, Zining, et al.
Published: (2025)

RBench-V: A Primary Assessment for Visual Reasoning Models with Multi-modal Outputs
by: Guo, Meng-Hao, et al.
Published: (2025)

Fine-R1: Make Multi-modal LLMs Excel in Fine-Grained Visual Recognition by Chain-of-Thought Reasoning
by: He, Hulingxiao, et al.
Published: (2026)

Customizing Visual-Language Foundation Models for Multi-modal Anomaly Detection and Reasoning
by: Xu, Xiaohao, et al.
Published: (2024)

Multi-Modality Driven LoRA for Adverse Condition Depth Estimation
by: Yang, Guanglei, et al.
Published: (2024)

TMFNet: Two-Stream Multi-Channels Fusion Networks for Color Image Operation Chain Detection
by: Niu, Yakun, et al.
Published: (2024)