Beyond the Hype: A dispassionate look at vision-language models in medical scenario
Fuente:
arXiv
Saved in:
| Main Authors: | Nan, Yang, Zhou, Huichi, Xing, Xiaodan, Yang, Guang |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Revisiting Medical Image Retrieval via Knowledge Consolidation
by: Nan, Yang, et al.
Published: (2025)
by: Nan, Yang, et al.
Published: (2025)
MedVL-SAM2: A unified 3D medical vision-language model for multimodal reasoning and prompt-driven segmentation
by: Xing, Yang, et al.
Published: (2026)
by: Xing, Yang, et al.
Published: (2026)
Decoding Decision Reasoning: A Counterfactual-Powered Model for Knowledge Discovery
by: Fang, Yingying, et al.
Published: (2024)
by: Fang, Yingying, et al.
Published: (2024)
Generalizing vision-language models to novel domains: A comprehensive survey
by: Li, Xinyao, et al.
Published: (2025)
by: Li, Xinyao, et al.
Published: (2025)
Thinker: A vision-language foundation model for embodied intelligence
by: Pan, Baiyu, et al.
Published: (2026)
by: Pan, Baiyu, et al.
Published: (2026)
Self-adaptive vision-language model for 3D segmentation of pulmonary artery and vein
by: Guo, Xiaotong, et al.
Published: (2025)
by: Guo, Xiaotong, et al.
Published: (2025)
Are vision language models robust to uncertain inputs?
by: Wang, Xi, et al.
Published: (2025)
by: Wang, Xi, et al.
Published: (2025)
Enhancing Super-Resolution Networks through Realistic Thick-Slice CT Simulation
by: Tang, Zeyu, et al.
Published: (2023)
by: Tang, Zeyu, et al.
Published: (2023)
What matters when building vision-language models?
by: Laurençon, Hugo, et al.
Published: (2024)
by: Laurençon, Hugo, et al.
Published: (2024)
Quantifying the human visual exposome with vision language models
by: Rominger, Christian, et al.
Published: (2026)
by: Rominger, Christian, et al.
Published: (2026)
A benchmark multimodal oro-dental dataset for large vision-language models
by: Lv, Haoxin, et al.
Published: (2025)
by: Lv, Haoxin, et al.
Published: (2025)
Building and better understanding vision-language models: insights and future directions
by: Laurençon, Hugo, et al.
Published: (2024)
by: Laurençon, Hugo, et al.
Published: (2024)
Hallucination-aware intermediate representation edit in large vision-language models
by: Suo, Wei, et al.
Published: (2026)
by: Suo, Wei, et al.
Published: (2026)
VLA-Mark: A cross modal watermark for large vision-language alignment model
by: Liu, Shuliang, et al.
Published: (2025)
by: Liu, Shuliang, et al.
Published: (2025)
Representation geometry shapes task performance in vision-language modeling for CT enterography
by: Minoccheri, Cristian, et al.
Published: (2026)
by: Minoccheri, Cristian, et al.
Published: (2026)
A multimodal vision foundation model for generalizable knee pathology
by: Yu, Kang, et al.
Published: (2026)
by: Yu, Kang, et al.
Published: (2026)
Deep Generative Models Unveil Patterns in Medical Images Through Vision-Language Conditioning
by: Xing, Xiaodan, et al.
Published: (2024)
by: Xing, Xiaodan, et al.
Published: (2024)
BRAVE: Broadening the visual encoding of vision-language models
by: Kar, Oğuzhan Fatih, et al.
Published: (2024)
by: Kar, Oğuzhan Fatih, et al.
Published: (2024)
Improving vision-language alignment with graph spiking hybrid Networks
by: Zhang, Siyu, et al.
Published: (2025)
by: Zhang, Siyu, et al.
Published: (2025)
Owls are wise and foxes are unfaithful: Uncovering animal stereotypes in vision-language models
by: Aman, Tabinda, et al.
Published: (2025)
by: Aman, Tabinda, et al.
Published: (2025)
Image Captioning in news report scenario
by: Liu, Tianrui, et al.
Published: (2024)
by: Liu, Tianrui, et al.
Published: (2024)
MI-VisionShot: Few-shot adaptation of vision-language models for slide-level classification of histopathological images
by: Meseguer, Pablo, et al.
Published: (2024)
by: Meseguer, Pablo, et al.
Published: (2024)
Zero-shot large vision-language model prompting for automated bone identification in paleoradiology x-ray archives
by: Dong, Owen, et al.
Published: (2026)
by: Dong, Owen, et al.
Published: (2026)
CIResDiff: A Clinically-Informed Residual Diffusion Model for Predicting Idiopathic Pulmonary Fibrosis Progression
by: Jiang, Caiwen, et al.
Published: (2024)
by: Jiang, Caiwen, et al.
Published: (2024)
PathAlign: A vision-language model for whole slide images in histopathology
by: Ahmed, Faruk, et al.
Published: (2024)
by: Ahmed, Faruk, et al.
Published: (2024)
When language and vision meet road safety: leveraging multimodal large language models for video-based traffic accident analysis
by: Zhang, Ruixuan, et al.
Published: (2025)
by: Zhang, Ruixuan, et al.
Published: (2025)
Segment anything model 2: an application to 2D and 3D medical images
by: Dong, Haoyu, et al.
Published: (2024)
by: Dong, Haoyu, et al.
Published: (2024)
Cross-modal linkage risk in clinical vision-language models
by: Arasteh, Soroosh Tayebi, et al.
Published: (2026)
by: Arasteh, Soroosh Tayebi, et al.
Published: (2026)
EyeCLIP: A visual-language foundation model for multi-modal ophthalmic image analysis
by: Shi, Danli, et al.
Published: (2024)
by: Shi, Danli, et al.
Published: (2024)
Multi-scale Temporal Fusion Transformer for Incomplete Vehicle Trajectory Prediction
by: Liu, Zhanwen, et al.
Published: (2024)
by: Liu, Zhanwen, et al.
Published: (2024)
Lost in the Hype: Revealing and Dissecting the Performance Degradation of Medical Multimodal Large Language Models in Image Classification
by: Zhu, Xun, et al.
Published: (2026)
by: Zhu, Xun, et al.
Published: (2026)
Beyond conventional vision: RGB-event fusion for robust object detection in dynamic traffic scenarios
by: Liu, Zhanwen, et al.
Published: (2025)
by: Liu, Zhanwen, et al.
Published: (2025)
Data-Efficient Meningioma Segmentation via Implicit Spatiotemporal Mixing and Sim2Real Semantic Injection
by: Xu, Yunhao, et al.
Published: (2026)
by: Xu, Yunhao, et al.
Published: (2026)
LGMSNet: Thinning a medical image segmentation model via dual-level multiscale fusion
by: Dong, Chengqi, et al.
Published: (2025)
by: Dong, Chengqi, et al.
Published: (2025)
A multi-scale vision transformer-based multimodal GeoAI model for mapping Arctic permafrost thaw
by: Li, Wenwen, et al.
Published: (2025)
by: Li, Wenwen, et al.
Published: (2025)
Driving scenario generation and evaluation using a structured layer representation and foundational models
by: Hubert, Arthur, et al.
Published: (2025)
by: Hubert, Arthur, et al.
Published: (2025)
Surgical-MambaLLM: Mamba2-enhanced Multimodal Large Language Model for VQLA in Robotic Surgery
by: Hao, Pengfei, et al.
Published: (2025)
by: Hao, Pengfei, et al.
Published: (2025)
Towards aligned body representations in vision models
by: Gizdov, Andrey, et al.
Published: (2025)
by: Gizdov, Andrey, et al.
Published: (2025)
Advancing vision-language models in front-end development via data synthesis
by: Ge, Tong, et al.
Published: (2025)
by: Ge, Tong, et al.
Published: (2025)
Vision language models are unreliable at trivial spatial cognition
by: Khemlani, Sangeet, et al.
Published: (2025)
by: Khemlani, Sangeet, et al.
Published: (2025)
Similar Items
-
Revisiting Medical Image Retrieval via Knowledge Consolidation
by: Nan, Yang, et al.
Published: (2025) -
MedVL-SAM2: A unified 3D medical vision-language model for multimodal reasoning and prompt-driven segmentation
by: Xing, Yang, et al.
Published: (2026) -
Decoding Decision Reasoning: A Counterfactual-Powered Model for Knowledge Discovery
by: Fang, Yingying, et al.
Published: (2024) -
Generalizing vision-language models to novel domains: A comprehensive survey
by: Li, Xinyao, et al.
Published: (2025) -
Thinker: A vision-language foundation model for embodied intelligence
by: Pan, Baiyu, et al.
Published: (2026)