MedVLThinker: Simple Baselines for Multimodal Medical Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Huang, Xiaoke, Wu, Juncheng, Liu, Hui, Tang, Xianfeng, Zhou, Yuyin |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models
by: Wu, Juncheng, et al.
Published: (2026)
by: Wu, Juncheng, et al.
Published: (2026)
MedFrameQA: A Multi-Image Medical VQA Benchmark for Clinical Reasoning
by: Yu, Suhao, et al.
Published: (2025)
by: Yu, Suhao, et al.
Published: (2025)
m1: Unleash the Potential of Test-Time Scaling for Medical Reasoning with Large Language Models
by: Huang, Xiaoke, et al.
Published: (2025)
by: Huang, Xiaoke, et al.
Published: (2025)
MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine
by: Xie, Yunfei, et al.
Published: (2024)
by: Xie, Yunfei, et al.
Published: (2024)
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
by: Ren, Sucheng, et al.
Published: (2024)
by: Ren, Sucheng, et al.
Published: (2024)
When Token Pruning is Worse than Random: Understanding Visual Token Information in VLLMs
by: Wang, Yahong, et al.
Published: (2025)
by: Wang, Yahong, et al.
Published: (2025)
OpenVLThinkerV2: A Generalist Multimodal Reasoning Model for Multi-domain Visual Tasks
by: Hu, Wenbo, et al.
Published: (2026)
by: Hu, Wenbo, et al.
Published: (2026)
OpenVLThinker: Complex Vision-Language Reasoning via Iterative SFT-RL Cycles
by: Deng, Yihe, et al.
Published: (2025)
by: Deng, Yihe, et al.
Published: (2025)
More Thinking, Less Seeing? Assessing Amplified Hallucination in Multimodal Reasoning Models
by: Liu, Chengzhi, et al.
Published: (2025)
by: Liu, Chengzhi, et al.
Published: (2025)
Where on Earth? A Vision-Language Benchmark for Probing Model Geolocation Skills Across Scales
by: Qian, Zhaofang, et al.
Published: (2025)
by: Qian, Zhaofang, et al.
Published: (2025)
MedSeg-R: Reasoning Segmentation in Medical Images with Multimodal Large Language Models
by: Huang, Yu, et al.
Published: (2025)
by: Huang, Yu, et al.
Published: (2025)
Restorer: Removing Multi-Degradation with All-Axis Attention and Prompt Guidance
by: Mao, Jiawei, et al.
Published: (2024)
by: Mao, Jiawei, et al.
Published: (2024)
OpenUni: A Simple Baseline for Unified Multimodal Understanding and Generation
by: Wu, Size, et al.
Published: (2025)
by: Wu, Size, et al.
Published: (2025)
MedThink: Explaining Medical Visual Question Answering via Multimodal Decision-Making Rationale
by: Gai, Xiaotang, et al.
Published: (2024)
by: Gai, Xiaotang, et al.
Published: (2024)
MedSegFactory: Text-Guided Generation of Medical Image-Mask Pairs
by: Mao, Jiawei, et al.
Published: (2025)
by: Mao, Jiawei, et al.
Published: (2025)
EntropyPrune: Matrix Entropy Guided Visual Token Pruning for Multimodal Large Language Models
by: Wang, Yahong, et al.
Published: (2026)
by: Wang, Yahong, et al.
Published: (2026)
A Simple Baseline for Efficient Hand Mesh Reconstruction
by: Zhou, Zhishan, et al.
Published: (2024)
by: Zhou, Zhishan, et al.
Published: (2024)
Xmodel-VLM: A Simple Baseline for Multimodal Vision Language Model
by: Xu, Wanting, et al.
Published: (2024)
by: Xu, Wanting, et al.
Published: (2024)
Revisiting Simple Baselines for In-The-Wild Deepfake Detection
by: Castaneda, Orlando, et al.
Published: (2025)
by: Castaneda, Orlando, et al.
Published: (2025)
SCING:Towards More Efficient and Robust Person Re-Identification through Selective Cross-modal Prompt Tuning
by: Xie, Yunfei, et al.
Published: (2025)
by: Xie, Yunfei, et al.
Published: (2025)
DDR: Exploiting Deep Degradation Response as Flexible Image Descriptor
by: Wu, Juncheng, et al.
Published: (2024)
by: Wu, Juncheng, et al.
Published: (2024)
PRS-Med: Position Reasoning Segmentation in Medical Imaging
by: Trinh, Quoc-Huy, et al.
Published: (2025)
by: Trinh, Quoc-Huy, et al.
Published: (2025)
MedAtlas: Evaluating LLMs for Multi-Round, Multi-Task Medical Reasoning Across Diverse Imaging Modalities and Clinical Text
by: Xu, Ronghao, et al.
Published: (2025)
by: Xu, Ronghao, et al.
Published: (2025)
A Comprehensive Analysis of Mamba for 3D Volumetric Medical Image Segmentation
by: Wang, Chaohan, et al.
Published: (2025)
by: Wang, Chaohan, et al.
Published: (2025)
Med-R2: An Adversarial Benchmark for Evidence-Grounded Reasoning in Medical VLMs
by: Ma, Wen, et al.
Published: (2026)
by: Ma, Wen, et al.
Published: (2026)
A Simple and Better Baseline for Visual Grounding
by: Wang, Jingchao, et al.
Published: (2025)
by: Wang, Jingchao, et al.
Published: (2025)
ProbMed: A Probabilistic Framework for Medical Multimodal Binding
by: Gao, Yuan, et al.
Published: (2025)
by: Gao, Yuan, et al.
Published: (2025)
Med-CMR: A Fine-Grained Benchmark Integrating Visual Evidence and Clinical Logic for Medical Complex Multimodal Reasoning
by: Gong, Haozhen, et al.
Published: (2025)
by: Gong, Haozhen, et al.
Published: (2025)
MedSeg-R: Medical Image Segmentation with Clinical Reasoning
by: Shao, Hao, et al.
Published: (2025)
by: Shao, Hao, et al.
Published: (2025)
Discrete Diffusion Models with MLLMs for Unified Medical Multimodal Generation
by: Mao, Jiawei, et al.
Published: (2025)
by: Mao, Jiawei, et al.
Published: (2025)
MedReason-R1: Learning to Reason for CT Diagnosis with Reinforcement Learning and Local Zoom
by: Li, Yifan, et al.
Published: (2025)
by: Li, Yifan, et al.
Published: (2025)
SimpleGVR: A Simple Baseline for Latent-Cascaded Video Super-Resolution
by: Xie, Liangbin, et al.
Published: (2025)
by: Xie, Liangbin, et al.
Published: (2025)
Story-Iter: A Training-free Iterative Paradigm for Long Story Visualization
by: Mao, Jiawei, et al.
Published: (2024)
by: Mao, Jiawei, et al.
Published: (2024)
MamKPD: A Simple Mamba Baseline for Real-Time 2D Keypoint Detection
by: Dang, Yonghao, et al.
Published: (2024)
by: Dang, Yonghao, et al.
Published: (2024)
MedCoT: Medical Chain of Thought via Hierarchical Expert
by: Liu, Jiaxiang, et al.
Published: (2024)
by: Liu, Jiaxiang, et al.
Published: (2024)
MM-DeepResearch: A Simple and Effective Multimodal Agentic Search Baseline
by: Yao, Huanjin, et al.
Published: (2026)
by: Yao, Huanjin, et al.
Published: (2026)
A Simple Aerial Detection Baseline of Multimodal Language Models
by: Li, Qingyun, et al.
Published: (2025)
by: Li, Qingyun, et al.
Published: (2025)
MedKCO: Medical Vision-Language Pretraining via Knowledge-Driven Cognitive Orchestration
by: Zhang, Chenran, et al.
Published: (2026)
by: Zhang, Chenran, et al.
Published: (2026)
SimToken: A Simple Baseline for Referring Audio-Visual Segmentation
by: Jin, Dian, et al.
Published: (2025)
by: Jin, Dian, et al.
Published: (2025)
MedMO: Grounding and Understanding Multimodal Large Language Model for Medical Images
by: Deria, Ankan, et al.
Published: (2026)
by: Deria, Ankan, et al.
Published: (2026)
Similar Items
-
From Seeing to Thinking: Decoupling Perception and Reasoning Improves Post-Training of Vision-Language Models
by: Wu, Juncheng, et al.
Published: (2026) -
MedFrameQA: A Multi-Image Medical VQA Benchmark for Clinical Reasoning
by: Yu, Suhao, et al.
Published: (2025) -
m1: Unleash the Potential of Test-Time Scaling for Medical Reasoning with Large Language Models
by: Huang, Xiaoke, et al.
Published: (2025) -
MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine
by: Xie, Yunfei, et al.
Published: (2024) -
Medical Vision Generalist: Unifying Medical Imaging Tasks in Context
by: Ren, Sucheng, et al.
Published: (2024)