Synthetic Vasculature and Pathology Enhance Vision-Language Model Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Chenjun, Wan, Cheng, Lux, Laurin, Berger, Alexander, Rosen, Richard B., Menten, Martin J., Paetzold, Johannes C. |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Fine-tuning Vision Language Models with Graph-based Knowledge for Explainable Medical Image Analysis
by: Li, Chenjun, et al.
Published: (2025)
by: Li, Chenjun, et al.
Published: (2025)
Pitfalls of topology-aware image segmentation
by: Berger, Alexander H., et al.
Published: (2024)
by: Berger, Alexander H., et al.
Published: (2024)
Cross-domain and Cross-dimension Learning for Image-to-Graph Transformers
by: Berger, Alexander H., et al.
Published: (2024)
by: Berger, Alexander H., et al.
Published: (2024)
Interpretable Retinal Disease Prediction Using Biology-Informed Heterogeneous Graph Representations
by: Lux, Laurin, et al.
Published: (2025)
by: Lux, Laurin, et al.
Published: (2025)
Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
by: Lux, Laurin, et al.
Published: (2024)
by: Lux, Laurin, et al.
Published: (2024)
A Graph-Based Framework for Interpretable Whole Slide Image Analysis
by: Weers, Alexander, et al.
Published: (2025)
by: Weers, Alexander, et al.
Published: (2025)
Topologically Faithful Multi-class Segmentation in Medical Images
by: Berger, Alexander H., et al.
Published: (2024)
by: Berger, Alexander H., et al.
Published: (2024)
Addressing Annotation Scarcity in Hyperspectral Brain Image Segmentation with Unsupervised Domain Adaptation
by: Mach, Tim, et al.
Published: (2025)
by: Mach, Tim, et al.
Published: (2025)
PathoHR: Hierarchical Reasoning for Vision-Language Models in Pathology
by: Huang, Yating, et al.
Published: (2025)
by: Huang, Yating, et al.
Published: (2025)
Decoding the Pulse of Reasoning VLMs in Multi-Image Understanding Tasks
by: Li, Chenjun
Published: (2026)
by: Li, Chenjun
Published: (2026)
SpaRE: Enhancing Spatial Reasoning in Vision-Language Models with Synthetic Data
by: Ogezi, Michael, et al.
Published: (2025)
by: Ogezi, Michael, et al.
Published: (2025)
Skelite: Compact Neural Networks for Efficient Iterative Skeletonization
by: Vargas, Luis D. Reyes, et al.
Published: (2025)
by: Vargas, Luis D. Reyes, et al.
Published: (2025)
Pathological Truth Bias in Vision-Language Models
by: Thube, Yash
Published: (2025)
by: Thube, Yash
Published: (2025)
PathReasoner-R1: Instilling Structured Reasoning into Pathology Vision-Language Model via Knowledge-Guided Policy Optimization
by: Jiang, Songhan, et al.
Published: (2026)
by: Jiang, Songhan, et al.
Published: (2026)
Normal and Abnormal Pathology Knowledge-Augmented Vision-Language Model for Anomaly Detection in Pathology Images
by: Song, Jinsol, et al.
Published: (2025)
by: Song, Jinsol, et al.
Published: (2025)
HydraPrompt: An Adaptive and Asymmetric Framework of Vision-Language Models for Synthetic Image Detection
by: Shi, Senyuan, et al.
Published: (2026)
by: Shi, Senyuan, et al.
Published: (2026)
Enhancing Vision-Language Compositional Understanding with Multimodal Synthetic Data
by: Li, Haoxin, et al.
Published: (2025)
by: Li, Haoxin, et al.
Published: (2025)
Enhancing the Safety of Medical Vision-Language Models by Synthetic Demonstrations
by: Xue, Zhiyu, et al.
Published: (2025)
by: Xue, Zhiyu, et al.
Published: (2025)
Seeing Beyond the Scene: Enhancing Vision-Language Models with Interactional Reasoning
by: Liang, Dayong, et al.
Published: (2025)
by: Liang, Dayong, et al.
Published: (2025)
Enhancing Gaze Reasoning in Vision Foundation Models for Gaze Following
by: Wang, Shijing, et al.
Published: (2026)
by: Wang, Shijing, et al.
Published: (2026)
De-rendering, Reasoning, and Repairing Charts with Vision-Language Models
by: Bonas, Valentin, et al.
Published: (2026)
by: Bonas, Valentin, et al.
Published: (2026)
TripletCLIP: Improving Compositional Reasoning of CLIP via Synthetic Vision-Language Negatives
by: Patel, Maitreya, et al.
Published: (2024)
by: Patel, Maitreya, et al.
Published: (2024)
Triage: Hierarchical Visual Budgeting for Efficient Video Reasoning in Vision-Language Models
by: Wang, Anmin, et al.
Published: (2026)
by: Wang, Anmin, et al.
Published: (2026)
SDRT: Enhance Vision-Language Models by Self-Distillation with Diverse Reasoning Traces
by: Wu, Guande, et al.
Published: (2025)
by: Wu, Guande, et al.
Published: (2025)
Temporal Contrastive Learning for Video Temporal Reasoning in Large Vision-Language Models
by: Souza, Rafael, et al.
Published: (2024)
by: Souza, Rafael, et al.
Published: (2024)
Fake-HR1: Rethinking Reasoning of Vision Language Model for Synthetic Image Detection
by: Jiang, Changjiang, et al.
Published: (2026)
by: Jiang, Changjiang, et al.
Published: (2026)
SpatialPIN: Enhancing Spatial Reasoning Capabilities of Vision-Language Models through Prompting and Interacting 3D Priors
by: Ma, Chenyang, et al.
Published: (2024)
by: Ma, Chenyang, et al.
Published: (2024)
SpatialRGPT: Grounded Spatial Reasoning in Vision Language Models
by: Cheng, An-Chieh, et al.
Published: (2024)
by: Cheng, An-Chieh, et al.
Published: (2024)
RLS3: RL-Based Synthetic Sample Selection to Enhance Spatial Reasoning in Vision-Language Models for Indoor Autonomous Perception
by: Waite, Joshua R., et al.
Published: (2025)
by: Waite, Joshua R., et al.
Published: (2025)
Physics-in-the-Loop: A Hybrid Agentic Architecture for Validated CAD Engineering Design
by: Berger, Elias, et al.
Published: (2026)
by: Berger, Elias, et al.
Published: (2026)
VLA-R1: Enhancing Reasoning in Vision-Language-Action Models
by: Ye, Angen, et al.
Published: (2025)
by: Ye, Angen, et al.
Published: (2025)
Investigating Zero-Shot Diagnostic Pathology in Vision-Language Models with Efficient Prompt Design
by: Sharma, Vasudev, et al.
Published: (2025)
by: Sharma, Vasudev, et al.
Published: (2025)
PatchCue: Enhancing Vision-Language Model Reasoning with Patch-Based Visual Cues
by: Qi, Yukun, et al.
Published: (2026)
by: Qi, Yukun, et al.
Published: (2026)
DepthVLA: Enhancing Vision-Language-Action Models with Depth-Aware Spatial Reasoning
by: Yuan, Tianyuan, et al.
Published: (2025)
by: Yuan, Tianyuan, et al.
Published: (2025)
COCO-Tree: Compositional Hierarchical Concept Trees for Enhanced Reasoning in Vision Language Models
by: Sinha, Sanchit, et al.
Published: (2025)
by: Sinha, Sanchit, et al.
Published: (2025)
Simple Token-Efficient Vision-Language Model for Case-level Pathology Synoptic Report Generation
by: Yang, Zhiyuan, et al.
Published: (2026)
by: Yang, Zhiyuan, et al.
Published: (2026)
How Low Can You Go? Surfacing Prototypical In-Distribution Samples for Unsupervised Anomaly Detection
by: Meissen, Felix, et al.
Published: (2023)
by: Meissen, Felix, et al.
Published: (2023)
Rethinking Visual Dependency in Long-Context Reasoning for Large Vision-Language Models
by: Zhou, Yucheng, et al.
Published: (2024)
by: Zhou, Yucheng, et al.
Published: (2024)
Decomposing Disease Descriptions for Enhanced Pathology Detection: A Multi-Aspect Vision-Language Pre-training Framework
by: Phan, Vu Minh Hieu, et al.
Published: (2024)
by: Phan, Vu Minh Hieu, et al.
Published: (2024)
Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Model
by: Zhang, Wenqi, et al.
Published: (2024)
by: Zhang, Wenqi, et al.
Published: (2024)
Similar Items
-
Fine-tuning Vision Language Models with Graph-based Knowledge for Explainable Medical Image Analysis
by: Li, Chenjun, et al.
Published: (2025) -
Pitfalls of topology-aware image segmentation
by: Berger, Alexander H., et al.
Published: (2024) -
Cross-domain and Cross-dimension Learning for Image-to-Graph Transformers
by: Berger, Alexander H., et al.
Published: (2024) -
Interpretable Retinal Disease Prediction Using Biology-Informed Heterogeneous Graph Representations
by: Lux, Laurin, et al.
Published: (2025) -
Topograph: An efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
by: Lux, Laurin, et al.
Published: (2024)