Chain-of-Adaptation: Surgical Vision-Language Adaptation with Reinforcement Learning
Fuente:
arXiv
Saved in:
| Main Authors: | Li, Jiajie, Xu, Chenhui, Liu, Meihuan, Xiong, Jinjun |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning
by: Li, Jiajie, et al.
Published: (2024)
by: Li, Jiajie, et al.
Published: (2024)
Evolving Prompt Adaptation for Vision-Language Models
by: Zhang, Enming, et al.
Published: (2026)
by: Zhang, Enming, et al.
Published: (2026)
FDBPL: Faster Distillation-Based Prompt Learning for Region-Aware Vision-Language Models Adaptation
by: Zhang, Zherui, et al.
Published: (2025)
by: Zhang, Zherui, et al.
Published: (2025)
Adaptation of Multi-modal Representation Models for Multi-task Surgical Computer Vision
by: Walimbe, Soham, et al.
Published: (2025)
by: Walimbe, Soham, et al.
Published: (2025)
All-day Multi-scenes Lifelong Vision-and-Language Navigation with Tucker Adaptation
by: Wang, Xudong, et al.
Published: (2026)
by: Wang, Xudong, et al.
Published: (2026)
General Scene Adaptation for Vision-and-Language Navigation
by: Hong, Haodong, et al.
Published: (2025)
by: Hong, Haodong, et al.
Published: (2025)
Subspace Alignment for Vision-Language Model Test-time Adaptation
by: Zeng, Zhichen, et al.
Published: (2026)
by: Zeng, Zhichen, et al.
Published: (2026)
Frustratingly Easy Test-Time Adaptation of Vision-Language Models
by: Farina, Matteo, et al.
Published: (2024)
by: Farina, Matteo, et al.
Published: (2024)
Check Field Detection Agent (CFD-Agent) using Multimodal Large Language and Vision Language Models
by: Halder, Sourav, et al.
Published: (2025)
by: Halder, Sourav, et al.
Published: (2025)
TTP: Test-Time Padding for Adversarial Detection and Robust Adaptation on Vision-Language Models
by: Li, Zhiwei, et al.
Published: (2025)
by: Li, Zhiwei, et al.
Published: (2025)
Enhancing Adversarial Robustness of Vision-Language Models through Low-Rank Adaptation
by: Ji, Yuheng, et al.
Published: (2024)
by: Ji, Yuheng, et al.
Published: (2024)
VGAS: Value-Guided Action-Chunk Selection for Few-Shot Vision-Language-Action Adaptation
by: Xu, Changhua, et al.
Published: (2026)
by: Xu, Changhua, et al.
Published: (2026)
Anthropogenic Regional Adaptation in Multimodal Vision-Language Model
by: Cahyawijaya, Samuel, et al.
Published: (2026)
by: Cahyawijaya, Samuel, et al.
Published: (2026)
Understanding Retrieval-Augmented Task Adaptation for Vision-Language Models
by: Ming, Yifei, et al.
Published: (2024)
by: Ming, Yifei, et al.
Published: (2024)
Text-driven Adaptation of Foundation Models for Few-shot Surgical Workflow Analysis
by: Chen, Tingxuan, et al.
Published: (2025)
by: Chen, Tingxuan, et al.
Published: (2025)
BiomedAP: A Vision-Informed Dual-Anchor Framework with Gated Cross-Modal Fusion for Robust Medical Vision-Language Adaptation
by: Tong, Huanyang, et al.
Published: (2026)
by: Tong, Huanyang, et al.
Published: (2026)
A Study on Unsupervised Domain Adaptation for Semantic Segmentation in the Era of Vision-Language Models
by: Schwonberg, Manuel, et al.
Published: (2024)
by: Schwonberg, Manuel, et al.
Published: (2024)
Learning Progressive Adaptation for Multi-Modal Tracking
by: Wang, He, et al.
Published: (2026)
by: Wang, He, et al.
Published: (2026)
Continual Adaptation of Vision Transformers for Federated Learning
by: Halbe, Shaunak, et al.
Published: (2023)
by: Halbe, Shaunak, et al.
Published: (2023)
Group Orthogonalization Regularization For Vision Models Adaptation and Robustness
by: Kurtz, Yoav, et al.
Published: (2023)
by: Kurtz, Yoav, et al.
Published: (2023)
Dual-Anchoring: Addressing State Drift in Vision-Language Navigation
by: Wu, Kangyi, et al.
Published: (2026)
by: Wu, Kangyi, et al.
Published: (2026)
Generalizable Vision-Language Few-Shot Adaptation with Predictive Prompts and Negative Learning
by: Mandalika, Sriram
Published: (2025)
by: Mandalika, Sriram
Published: (2025)
Lightweight Multimodal Adaptation of Vision Language Models for Species Recognition and Habitat Context Interpretation in Drone Thermal Imagery
by: Chen, Hao, et al.
Published: (2026)
by: Chen, Hao, et al.
Published: (2026)
Understanding Cross Task Generalization in Handwriting-Based Alzheimer's Screening via Vision Language Adaptation
by: Gong, Changqing, et al.
Published: (2025)
by: Gong, Changqing, et al.
Published: (2025)
HealthGPT: A Medical Large Vision-Language Model for Unifying Comprehension and Generation via Heterogeneous Knowledge Adaptation
by: Lin, Tianwei, et al.
Published: (2025)
by: Lin, Tianwei, et al.
Published: (2025)
MedProbCLIP: Probabilistic Adaptation of Vision-Language Foundation Model for Reliable Radiograph-Report Retrieval
by: Elallaf, Ahmad, et al.
Published: (2026)
by: Elallaf, Ahmad, et al.
Published: (2026)
ProtoDCS: Towards Robust and Efficient Open-Set Test-Time Adaptation for Vision-Language Models
by: Luo, Wei, et al.
Published: (2026)
by: Luo, Wei, et al.
Published: (2026)
ReHARK: Refined Hybrid Adaptive RBF Kernels for Robust One-Shot Vision-Language Adaptation
by: Islam, Md Jahidul
Published: (2026)
by: Islam, Md Jahidul
Published: (2026)
Recognize Any Surgical Object: Unleashing the Power of Weakly-Supervised Data
by: Li, Jiajie, et al.
Published: (2025)
by: Li, Jiajie, et al.
Published: (2025)
Near-Infrared and Low-Rank Adaptation of Vision Transformers in Remote Sensing
by: Ulku, Irem, et al.
Published: (2024)
by: Ulku, Irem, et al.
Published: (2024)
Efficient Adaptation of Pre-trained Vision Transformer via Householder Transformation
by: Dong, Wei, et al.
Published: (2024)
by: Dong, Wei, et al.
Published: (2024)
Distribution-Aware Continual Test-Time Adaptation for Semantic Segmentation
by: Ni, Jiayi, et al.
Published: (2023)
by: Ni, Jiayi, et al.
Published: (2023)
AdaRing: Towards Ultra-Light Vision-Language Adaptation via Cross-Layer Tensor Ring Decomposition
by: Huang, Ying, et al.
Published: (2025)
by: Huang, Ying, et al.
Published: (2025)
Multi-modal Test-time Adaptation via Adaptive Probabilistic Gaussian Calibration
by: Xu, Jinglin, et al.
Published: (2026)
by: Xu, Jinglin, et al.
Published: (2026)
StableTTA: Improving Vision Model Performance by Training-free Test-Time Adaptation Methods
by: Li, Zheng, et al.
Published: (2026)
by: Li, Zheng, et al.
Published: (2026)
Surgical-LLaVA: Toward Surgical Scenario Understanding via Large Language and Vision Models
by: Jin, Juseong, et al.
Published: (2024)
by: Jin, Juseong, et al.
Published: (2024)
OmniDrive-R1: Reinforcement-driven Interleaved Multi-modal Chain-of-Thought for Trustworthy Vision-Language Autonomous Driving
by: Zhang, Zhenguo, et al.
Published: (2025)
by: Zhang, Zhenguo, et al.
Published: (2025)
SUREON: A Benchmark and Vision-Language-Model for Surgical Reasoning
by: Perez, Alejandra, et al.
Published: (2026)
by: Perez, Alejandra, et al.
Published: (2026)
Surgery-R1: Advancing Surgical-VQLA with Reasoning Multimodal Large Language Model via Reinforcement Learning
by: Hao, Pengfei, et al.
Published: (2025)
by: Hao, Pengfei, et al.
Published: (2025)
Enhancing Plasticity for First Session Adaptation Continual Learning
by: Marouf, Imad Eddine, et al.
Published: (2023)
by: Marouf, Imad Eddine, et al.
Published: (2023)
Similar Items
-
LLaVA-Surg: Towards Multimodal Surgical Assistant via Structured Surgical Video Learning
by: Li, Jiajie, et al.
Published: (2024) -
Evolving Prompt Adaptation for Vision-Language Models
by: Zhang, Enming, et al.
Published: (2026) -
FDBPL: Faster Distillation-Based Prompt Learning for Region-Aware Vision-Language Models Adaptation
by: Zhang, Zherui, et al.
Published: (2025) -
Adaptation of Multi-modal Representation Models for Multi-task Surgical Computer Vision
by: Walimbe, Soham, et al.
Published: (2025) -
All-day Multi-scenes Lifelong Vision-and-Language Navigation with Tucker Adaptation
by: Wang, Xudong, et al.
Published: (2026)