Cover Image

SurgiSAM2: Fine-tuning a foundational model for surgical video anatomy segmentation and detection

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Kamtam, Devanish N., Shrager, Joseph B., Malla, Satya Deepya, Wang, Xiaohan, Lin, Nicole, Cardona, Juan J., Yeung-Levy, Serena, Hu, Clarence
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Deep learning approaches to surgical video segmentation and object detection: A Scoping Review
by: Kamtam, Devanish N., et al.
Published: (2025)

Fine-tuning MLLMs Without Forgetting Is Easier Than You Think
by: Li, He, et al.
Published: (2026)

Just Shift It: Test-Time Prototype Shifting for Zero-Shot Generalization with Vision-Language Models
by: Sui, Elaine, et al.
Published: (2024)

Zero-shot Action Localization via the Confidence of Large Vision-Language Models
by: Aklilu, Josiah, et al.
Published: (2024)

Feather the Throttle: Revisiting Visual Token Pruning for Vision-Language Model Acceleration
by: Endo, Mark, et al.
Published: (2024)

Fine-tuning vision foundation model for crack segmentation in civil infrastructures
by: Ge, Kang, et al.
Published: (2023)

SurgiColl
Published: (2026)

VideoAgent: Long-form Video Understanding with Large Language Model as Agent
by: Wang, Xiaohan, et al.
Published: (2024)

Colony Grounded SAM2: Zero-shot detection and segmentation of bacterial colonies using foundation models
by: Korporaal, Daan, et al.
Published: (2026)

Disentangling spatio-temporal knowledge for weakly supervised object detection and segmentation in surgical video
by: Liao, Guiqiu, et al.
Published: (2024)

ELIZA Reinterpreted: The world's first chatbot was not intended as a chatbot at all
by: Shrager, Jeff
Published: (2024)

Executable Archaeology: Reanimating the Logic Theorist from its IPL-V Source
by: Shrager, Jeff
Published: (2026)

Downscaling Intelligence: Exploring Perception and Reasoning Bottlenecks in Small Multimodal Models
by: Endo, Mark, et al.
Published: (2025)

Foundation Models Secretly Understand Neural Network Weights: Enhancing Hypernetwork Architectures with Foundation Models
by: Gu, Jeffrey, et al.
Published: (2025)

ClickSAM: Fine-tuning Segment Anything Model using click prompts for ultrasound image segmentation
by: Guo, Aimee, et al.
Published: (2024)

Video-STaR: Self-Training Enables Video Instruction Tuning with Any Supervision
by: Zohar, Orr, et al.
Published: (2024)

Transductive Visual Programming: Evolving Tool Libraries from Experience for Spatial Reasoning
by: Wu, Shengguang, et al.
Published: (2025)

SurgiTrack: Fine-Grained Multi-Class Multi-Tool Tracking in Surgical Videos
by: Nwoye, Chinedu Innocent, et al.
Published: (2024)

Rule-based outlier detection of AI-generated anatomy segmentations
by: Krishnaswamy, Deepa, et al.
Published: (2024)

Fine-tuning foundational models to code diagnoses from veterinary health records
by: Boguslav, Mayla R., et al.
Published: (2024)

Adaptive transfer learning for surgical tool presence detection in laparoscopic videos through gradual freezing fine-tuning
by: Davila, Ana, et al.
Published: (2025)

GeoSAM: Fine-tuning SAM with Multi-Modal Prompts for Mobility Infrastructure Segmentation
by: Sultan, Rafi Ibn, et al.
Published: (2023)

V-GRPO: Online Reinforcement Learning for Denoising Generative Models Is Easier than You Think
by: Tang, Bingda, et al.
Published: (2026)

Closing the Modality Gap for Mixed Modality Search
by: Li, Binxu, et al.
Published: (2025)

Temporal Preference Optimization for Long-Form Video Understanding
by: Li, Rui, et al.
Published: (2025)

Continuous Perception Matters: Diagnosing Temporal Integration Failures in Multimodal Models
by: Wang, Zeyu, et al.
Published: (2024)

Multi-Human Mesh Recovery with Transformers
by: Wang, Zeyu, et al.
Published: (2024)

Connect, Collapse, Corrupt: Learning Cross-Modal Tasks with Uni-Modal Data
by: Zhang, Yuhui, et al.
Published: (2024)

A Small Math Model: Recasting Strategy Choice Theory in an LLM-Inspired Architecture
by: Rahman, Roussel, et al.
Published: (2025)

Novel adaptation of video segmentation to 3D MRI: efficient zero-shot knee segmentation with SAM2
by: Yu, Andrew Seohwan, et al.
Published: (2024)

PlantSAM: An object detection‐driven segmentation pipeline for herbarium specimens
by: Youcef Sklab, et al.
Published: (2025)

SAM-based instance segmentation models for the automation of structural damage detection
by: Ye, Zehao, et al.
Published: (2024)

Diffusion-HPC: Synthetic Data Generation for Human Mesh Recovery in Challenging Domains
by: Weng, Zhenzhen, et al.
Published: (2023)

Viewpoint Textual Inversion: Discovering Scene Representations and 3D View Control in 2D Diffusion Models
by: Burgess, James, et al.
Published: (2023)

Describing Differences in Image Sets with Natural Language
by: Dunlap, Lisa, et al.
Published: (2023)

Why are Visually-Grounded Language Models Bad at Image Classification?
by: Zhang, Yuhui, et al.
Published: (2024)

Tool Verification for Test-Time Reinforcement Learning
by: Liao, Ruotong, et al.
Published: (2026)

Fine-tuning foundation models of materials interatomic potentials with frozen transfer learning
by: Radova, Mariia, et al.
Published: (2025)

RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuning
by: Bai, Yunhao, et al.
Published: (2024)

NegVQA: Can Vision Language Models Understand Negation?
by: Zhang, Yuhui, et al.
Published: (2025)