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  3. SUREON: A Benchmark and Vision-Language-Model for Surgical R
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SUREON: A Benchmark and Vision-Language-Model for Surgical Reasoning

Fresh1d ago
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Viability
0.0/10

Compared to this week’s papers

Evidence Receipt

Freshness: 2026-04-02T02:30:40.136932+00:00

Claims: 0

References: 36

Proof: pending

Distribution: unknown

Source paper: SUREON: A Benchmark and Vision-Language-Model for Surgical Reasoning

PDF: https://arxiv.org/pdf/2603.06570v1

First buyer signal: unknown

Distribution channel: unknown

Starting…

Dimensions overall score 8.0

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Prior Work
A 4D Representation for Training-Free Agentic Reasoning from Monocular Laparoscopic Video
Score 8.0stable
Higher Viability
Surg-R1: A Hierarchical Reasoning Foundation Model for Scalable and Interpretable Surgical Decision Support with Multi-Center Clinical Validation
Score 9.0up
Competing Approach
SurGo-R1: Benchmarking and Modeling Contextual Reasoning for Operative Zone in Surgical Video
Score 5.0down
Competing Approach
Evaluating Large Vision-language Models for Surgical Tool Detection
Score 5.0down
Competing Approach
Surg$Σ$: A Spectrum of Large-Scale Multimodal Data and Foundation Models for Surgical Intelligence
Score 7.0down
Competing Approach
An Approach to Enriching Surgical Video Datasets for Fine-Grained Spatial-Temporal Understanding of Vision-Language Models
Score 7.0down
Competing Approach
Generalized Recognition of Basic Surgical Actions Enables Skill Assessment and Vision-Language-Model-based Surgical Planning
Score 7.0down
Competing Approach
CARE: Towards Clinical Accountability in Multi-Modal Medical Reasoning with an Evidence-Grounded Agentic Framework
Score 6.0down

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Talent Scout

A

Alejandra Perez

Intuitive Surgical Inc.

A

Anita Rau

Intuitive Surgical Inc.

L

Lee White

Intuitive Surgical Inc.

B

Busisiwe Mlambo

Intuitive Surgical Inc.

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