Cost-effective Instruction Learning for Pathology Vision and Language Analysis
Fuente:
arXiv
Saved in:
| Main Authors: | Chen, Kaitao, Liu, Mianxin, Yan, Fang, Ma, Lei, Shi, Xiaoming, Wang, Lilong, Wang, Xiaosong, Zhu, Lifeng, Wang, Zhe, Zhou, Mu, Zhang, Shaoting |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Multi-modal Vision Pre-training for Medical Image Analysis
by: Rui, Shaohao, et al.
Published: (2024)
by: Rui, Shaohao, et al.
Published: (2024)
Exploring the Feasibility of Multimodal Chatbot AI as Copilot in Pathology Diagnostics: Generalist Model's Pitfall
by: Liu, Mianxin, et al.
Published: (2024)
by: Liu, Mianxin, et al.
Published: (2024)
Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search
by: Sun, Haoran, et al.
Published: (2025)
by: Sun, Haoran, et al.
Published: (2025)
Think Twice to See More: Iterative Visual Reasoning in Medical VLMs
by: Chen, Kaitao, et al.
Published: (2025)
by: Chen, Kaitao, et al.
Published: (2025)
Language-Enhanced Generative Modeling for Amyloid PET Synthesis from MRI and Blood Biomarkers
by: Zhang, Zhengjie, et al.
Published: (2025)
by: Zhang, Zhengjie, et al.
Published: (2025)
AdaThink-Med: Medical Adaptive Thinking with Uncertainty-Guided Length Calibration
by: Rui, Shaohao, et al.
Published: (2025)
by: Rui, Shaohao, et al.
Published: (2025)
Multi-modal Data Binding for Survival Analysis Modeling with Incomplete Data and Annotations
by: Qu, Linhao, et al.
Published: (2024)
by: Qu, Linhao, et al.
Published: (2024)
OpenPath: Open-Set Active Learning for Pathology Image Classification via Pre-trained Vision-Language Models
by: Zhong, Lanfeng, et al.
Published: (2025)
by: Zhong, Lanfeng, et al.
Published: (2025)
Learning A Multi-Task Transformer Via Unified And Customized Instruction Tuning For Chest Radiograph Interpretation
by: Xu, Lijian, et al.
Published: (2023)
by: Xu, Lijian, et al.
Published: (2023)
Pathology-knowledge Enhanced Multi-instance Prompt Learning for Few-shot Whole Slide Image Classification
by: Qu, Linhao, et al.
Published: (2024)
by: Qu, Linhao, et al.
Published: (2024)
Accurate and Scalable Multimodal Pathology Retrieval via Attentive Vision-Language Alignment
by: Wang, Hongyi, et al.
Published: (2025)
by: Wang, Hongyi, et al.
Published: (2025)
Multi-Cue Adaptive Visual Token Pruning for Large Vision-Language Models
by: Luan, Bozhi, et al.
Published: (2025)
by: Luan, Bozhi, et al.
Published: (2025)
PathOrchestra: A Comprehensive Foundation Model for Computational Pathology with Over 100 Diverse Clinical-Grade Tasks
by: Yan, Fang, et al.
Published: (2025)
by: Yan, Fang, et al.
Published: (2025)
VLM-CPL: Consensus Pseudo Labels from Vision-Language Models for Annotation-Free Pathological Image Classification
by: Zhong, Lanfeng, et al.
Published: (2024)
by: Zhong, Lanfeng, et al.
Published: (2024)
LAMMI-Pathology: A Tool-Centric Bottom-Up LVLM-Agent Framework for Molecularly Informed Medical Intelligence in Pathology
by: Su, Haoyang, et al.
Published: (2026)
by: Su, Haoyang, et al.
Published: (2026)
MedBench: A Comprehensive, Standardized, and Reliable Benchmarking System for Evaluating Chinese Medical Large Language Models
by: Liu, Mianxin, et al.
Published: (2024)
by: Liu, Mianxin, et al.
Published: (2024)
PathoTune: Adapting Visual Foundation Model to Pathological Specialists
by: Lu, Jiaxuan, et al.
Published: (2024)
by: Lu, Jiaxuan, et al.
Published: (2024)
MedCAL-Bench: A Comprehensive Benchmark on Cold-Start Active Learning with Foundation Models for Medical Image Analysis
by: Zhu, Ning, et al.
Published: (2025)
by: Zhu, Ning, et al.
Published: (2025)
LIFBench: Evaluating the Instruction Following Performance and Stability of Large Language Models in Long-Context Scenarios
by: Wu, Xiaodong, et al.
Published: (2024)
by: Wu, Xiaodong, et al.
Published: (2024)
Mediator-Guided Multi-Agent Collaboration among Open-Source Models for Medical Decision-Making
by: Chen, Kaitao, et al.
Published: (2025)
by: Chen, Kaitao, et al.
Published: (2025)
Aligning Large Language Models with Healthcare Stakeholders: A Pathway to Trustworthy AI Integration
by: Ding, Kexin, et al.
Published: (2025)
by: Ding, Kexin, et al.
Published: (2025)
Unifying Multiple Foundation Models for Advanced Computational Pathology
by: Lei, Wenhui, et al.
Published: (2025)
by: Lei, Wenhui, et al.
Published: (2025)
Knowledge-enhanced Pretraining for Vision-language Pathology Foundation Model on Cancer Diagnosis
by: Zhou, Xiao, et al.
Published: (2024)
by: Zhou, Xiao, et al.
Published: (2024)
InstructTA: Instruction-Tuned Targeted Attack for Large Vision-Language Models
by: Wang, Xunguang, et al.
Published: (2023)
by: Wang, Xunguang, et al.
Published: (2023)
Voila-A: Aligning Vision-Language Models with User's Gaze Attention
by: Yan, Kun, et al.
Published: (2023)
by: Yan, Kun, et al.
Published: (2023)
PathoDuet: Foundation Models for Pathological Slide Analysis of H&E and IHC Stains
by: Hua, Shengyi, et al.
Published: (2023)
by: Hua, Shengyi, et al.
Published: (2023)
Language-Specific Layer Matters: Efficient Multilingual Enhancement for Large Vision-Language Models
by: Fan, Yuchun, et al.
Published: (2025)
by: Fan, Yuchun, et al.
Published: (2025)
Unleashing Scientific Reasoning for Bio-experimental Protocol Generation via Structured Component-based Reward Mechanism
by: Sun, Haoran, et al.
Published: (2025)
by: Sun, Haoran, et al.
Published: (2025)
Dynamic Token Reweighting for Robust Vision-Language Models
by: Jiang, Tanqiu, et al.
Published: (2025)
by: Jiang, Tanqiu, et al.
Published: (2025)
VLM-3R: Vision-Language Models Augmented with Instruction-Aligned 3D Reconstruction
by: Fan, Zhiwen, et al.
Published: (2025)
by: Fan, Zhiwen, et al.
Published: (2025)
Unleashing the Potential of Vision-Language Pre-Training for 3D Zero-Shot Lesion Segmentation via Mask-Attribute Alignment
by: Jiang, Yankai, et al.
Published: (2024)
by: Jiang, Yankai, et al.
Published: (2024)
Navigating Beyond Instructions: Vision-and-Language Navigation in Obstructed Environments
by: Hong, Haodong, et al.
Published: (2024)
by: Hong, Haodong, et al.
Published: (2024)
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)
Bridging the Indoor-Outdoor Gap: Vision-Centric Instruction-Guided Embodied Navigation for the Last Meters
by: Zhao, Yuxiang, et al.
Published: (2026)
by: Zhao, Yuxiang, et al.
Published: (2026)
WarpGAN: Warping-Guided 3D GAN Inversion with Style-Based Novel View Inpainting
by: Huang, Kaitao, et al.
Published: (2025)
by: Huang, Kaitao, et al.
Published: (2025)
ReasonDrive: Efficient Visual Question Answering for Autonomous Vehicles with Reasoning-Enhanced Small Vision-Language Models
by: Chahe, Amirhosein, et al.
Published: (2025)
by: Chahe, Amirhosein, et al.
Published: (2025)
Guiding Medical Vision-Language Models with Explicit Visual Prompts: Framework Design and Comprehensive Exploration of Prompt Variations
by: Zhu, Kangyu, et al.
Published: (2025)
by: Zhu, Kangyu, et al.
Published: (2025)
Mitigating Hallucinations in Large Vision-Language Models with Instruction Contrastive Decoding
by: Wang, Xintong, et al.
Published: (2024)
by: Wang, Xintong, et al.
Published: (2024)
EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models
by: Wang, Zekun, et al.
Published: (2025)
by: Wang, Zekun, et al.
Published: (2025)
Bridging Vision Language Models and Symbolic Grounding for Video Question Answering
by: Ma, Haodi, et al.
Published: (2025)
by: Ma, Haodi, et al.
Published: (2025)
Similar Items
-
Multi-modal Vision Pre-training for Medical Image Analysis
by: Rui, Shaohao, et al.
Published: (2024) -
Exploring the Feasibility of Multimodal Chatbot AI as Copilot in Pathology Diagnostics: Generalist Model's Pitfall
by: Liu, Mianxin, et al.
Published: (2024) -
Chiron-o1: Igniting Multimodal Large Language Models towards Generalizable Medical Reasoning via Mentor-Intern Collaborative Search
by: Sun, Haoran, et al.
Published: (2025) -
Think Twice to See More: Iterative Visual Reasoning in Medical VLMs
by: Chen, Kaitao, et al.
Published: (2025) -
Language-Enhanced Generative Modeling for Amyloid PET Synthesis from MRI and Blood Biomarkers
by: Zhang, Zhengjie, et al.
Published: (2025)