SUREON: A Benchmark and Vision-Language-Model for Surgical Reasoning
Fuente:
arXiv
Saved in:
| Main Authors: | Perez, Alejandra, Rau, Anita, White, Lee, Mlambo, Busisiwe, Nwoye, Chinedu, Jamal, Muhammad Abdullah, Mohareri, Omid |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
SurgLaVi: Large-Scale Hierarchical Dataset for Surgical Vision-Language Representation Learning
by: Perez, Alejandra, et al.
Published: (2025)
by: Perez, Alejandra, et al.
Published: (2025)
On the Role of Depth in Surgical Vision Foundation Models: An Empirical Study of RGB-D Pre-training
by: Han, John J., et al.
Published: (2026)
by: Han, John J., et al.
Published: (2026)
Rethinking RGB-D Fusion for Semantic Segmentation in Surgical Datasets
by: Jamal, Muhammad Abdullah, et al.
Published: (2024)
by: Jamal, Muhammad Abdullah, et al.
Published: (2024)
A Two-Stage Progressive Pre-training using Multi-Modal Contrastive Masked Autoencoders
by: Jamal, Muhammad Abdullah, et al.
Published: (2024)
by: Jamal, Muhammad Abdullah, et al.
Published: (2024)
VidLPRO: A $\underline{Vid}$eo-$\underline{L}$anguage $\underline{P}$re-training Framework for $\underline{Ro}$botic and Laparoscopic Surgery
by: Honarmand, Mohammadmahdi, et al.
Published: (2024)
by: Honarmand, Mohammadmahdi, et al.
Published: (2024)
Multi-view Video-Pose Pretraining for Operating Room Surgical Activity Recognition
by: Hamoud, Idris, et al.
Published: (2025)
by: Hamoud, Idris, et al.
Published: (2025)
SurgiTrack: Fine-Grained Multi-Class Multi-Tool Tracking in Surgical Videos
by: Nwoye, Chinedu Innocent, et al.
Published: (2024)
by: Nwoye, Chinedu Innocent, et al.
Published: (2024)
AdaEmbed: Semi-supervised Domain Adaptation in the Embedding Space
by: Mottaghi, Ali, et al.
Published: (2024)
by: Mottaghi, Ali, et al.
Published: (2024)
SimGen: A Diffusion-Based Framework for Simultaneous Surgical Image and Segmentation Mask Generation
by: Bhat, Aditya, et al.
Published: (2025)
by: Bhat, Aditya, et al.
Published: (2025)
Seeing Through Smoke: Surgical Desmoking for Improved Visual Perception
by: Lu, Jingpei, et al.
Published: (2026)
by: Lu, Jingpei, et al.
Published: (2026)
Surgical Tattoos in Infrared: A Dataset for Quantifying Tissue Tracking and Mapping
by: Schmidt, Adam, et al.
Published: (2023)
by: Schmidt, Adam, et al.
Published: (2023)
CoSimGen: Controllable Diffusion Model for Simultaneous Image and Mask Generation
by: Bose, Rupak, et al.
Published: (2025)
by: Bose, Rupak, et al.
Published: (2025)
Surgical Text-to-Image Generation
by: Nwoye, Chinedu Innocent, et al.
Published: (2024)
by: Nwoye, Chinedu Innocent, et al.
Published: (2024)
State-Change Learning for Prediction of Future Events in Endoscopic Videos
by: Sharma, Saurav, et al.
Published: (2025)
by: Sharma, Saurav, et al.
Published: (2025)
CholecTrack20: A Multi-Perspective Tracking Dataset for Surgical Tools
by: Nwoye, Chinedu Innocent, et al.
Published: (2023)
by: Nwoye, Chinedu Innocent, et al.
Published: (2023)
Tracking and Mapping in Medical Computer Vision: A Review
by: Schmidt, Adam, et al.
Published: (2023)
by: Schmidt, Adam, et al.
Published: (2023)
Systematic Evaluation of Large Vision-Language Models for Surgical Artificial Intelligence
by: Rau, Anita, et al.
Published: (2025)
by: Rau, Anita, et al.
Published: (2025)
Feature Mixing Approach for Detecting Intraoperative Adverse Events in Laparoscopic Roux-en-Y Gastric Bypass Surgery
by: Bose, Rupak, et al.
Published: (2025)
by: Bose, Rupak, et al.
Published: (2025)
Self-supervised Learning via Cluster Distance Prediction for Operating Room Context Awareness
by: Hamoud, Idris, et al.
Published: (2024)
by: Hamoud, Idris, et al.
Published: (2024)
SPARK: Multi-Vision Sensor Perception and Reasoning Benchmark for Large-scale Vision-Language Models
by: Yu, Youngjoon, et al.
Published: (2024)
by: Yu, Youngjoon, et al.
Published: (2024)
SCARED-C: Corrected Camera Poses for Endoscopic Depth Estimation
by: Han, John J., et al.
Published: (2026)
by: Han, John J., et al.
Published: (2026)
Challenging Vision-Language Models with Surgical Data: A New Dataset and Broad Benchmarking Study
by: Mayer, Leon, et al.
Published: (2025)
by: Mayer, Leon, et al.
Published: (2025)
MultihopSpatial: Multi-hop Compositional Spatial Reasoning Benchmark for Vision-Language Model
by: Lee, Youngwan, et al.
Published: (2026)
by: Lee, Youngwan, et al.
Published: (2026)
Multi-Modal Interpretability for Enhanced Localization in Vision-Language Models
by: Imran, Muhammad, et al.
Published: (2025)
by: Imran, Muhammad, et al.
Published: (2025)
GEOBench-VLM: Benchmarking Vision-Language Models for Geospatial Tasks
by: Danish, Muhammad Sohail, et al.
Published: (2024)
by: Danish, Muhammad Sohail, et al.
Published: (2024)
Sum-of-Checks: Structured Reasoning for Surgical Safety with Large Vision-Language Models
by: You, Weiqiu, et al.
Published: (2026)
by: You, Weiqiu, et al.
Published: (2026)
SURDS: Benchmarking Spatial Understanding and Reasoning in Driving Scenarios with Vision Language Models
by: Guo, Xianda, et al.
Published: (2024)
by: Guo, Xianda, et al.
Published: (2024)
Ascending the Infinite Ladder: Benchmarking Spatial Deformation Reasoning in Vision-Language Models
by: Zhang, Jiahuan, et al.
Published: (2025)
by: Zhang, Jiahuan, et al.
Published: (2025)
Mind the Gap: Benchmarking Spatial Reasoning in Vision-Language Models
by: Stogiannidis, Ilias, et al.
Published: (2025)
by: Stogiannidis, Ilias, et al.
Published: (2025)
Spatial-DISE: A Unified Benchmark for Evaluating Spatial Reasoning in Vision-Language Models
by: Huang, Xinmiao, et al.
Published: (2025)
by: Huang, Xinmiao, et al.
Published: (2025)
VGRP-Bench: Visual Grid Reasoning Puzzle Benchmark for Large Vision-Language Models
by: Ren, Yufan, et al.
Published: (2025)
by: Ren, Yufan, et al.
Published: (2025)
Seeing Across Views: Benchmarking Spatial Reasoning of Vision-Language Models in Robotic Scenes
by: Feng, Zhiyuan, et al.
Published: (2025)
by: Feng, Zhiyuan, et al.
Published: (2025)
Text Promptable Surgical Instrument Segmentation with Vision-Language Models
by: Zhou, Zijian, et al.
Published: (2023)
by: Zhou, Zijian, et al.
Published: (2023)
Mitigating Surgical Data Imbalance with Dual-Prediction Video Diffusion Model
by: Venkatesh, Danush Kumar, et al.
Published: (2025)
by: Venkatesh, Danush Kumar, et al.
Published: (2025)
Can MLLMs Reason Beyond Language? VisReason: A Comprehensive Benchmark for Vision-Centric Reasoning
by: Guo, Longteng, et al.
Published: (2026)
by: Guo, Longteng, et al.
Published: (2026)
FRIEDA: Benchmarking Multi-Step Cartographic Reasoning in Vision-Language Models
by: Pyo, Jiyoon, et al.
Published: (2025)
by: Pyo, Jiyoon, et al.
Published: (2025)
Vision-aligned Latent Reasoning for Multi-modal Large Language Model
by: Jeon, Byungwoo, et al.
Published: (2026)
by: Jeon, Byungwoo, et al.
Published: (2026)
From Perception to Action: An Interactive Benchmark for Vision Reasoning
by: Wu, Yuhao, et al.
Published: (2026)
by: Wu, Yuhao, et al.
Published: (2026)
Using Vision Language Models for Safety Hazard Identification in Construction
by: Adil, Muhammad, et al.
Published: (2025)
by: Adil, Muhammad, et al.
Published: (2025)
Generalized Recognition of Basic Surgical Actions Enables Skill Assessment and Vision-Language-Model-based Surgical Planning
by: Xu, Mengya, et al.
Published: (2026)
by: Xu, Mengya, et al.
Published: (2026)
Similar Items
-
SurgLaVi: Large-Scale Hierarchical Dataset for Surgical Vision-Language Representation Learning
by: Perez, Alejandra, et al.
Published: (2025) -
On the Role of Depth in Surgical Vision Foundation Models: An Empirical Study of RGB-D Pre-training
by: Han, John J., et al.
Published: (2026) -
Rethinking RGB-D Fusion for Semantic Segmentation in Surgical Datasets
by: Jamal, Muhammad Abdullah, et al.
Published: (2024) -
A Two-Stage Progressive Pre-training using Multi-Modal Contrastive Masked Autoencoders
by: Jamal, Muhammad Abdullah, et al.
Published: (2024) -
VidLPRO: A $\underline{Vid}$eo-$\underline{L}$anguage $\underline{P}$re-training Framework for $\underline{Ro}$botic and Laparoscopic Surgery
by: Honarmand, Mohammadmahdi, et al.
Published: (2024)