Interpretable Few-Shot Retinal Disease Diagnosis with Concept-Guided Prompting of Vision-Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Mehta, Deval, Jiang, Yiwen, Jan, Catherine L, He, Mingguang, Jadhav, Kshitij, Ge, Zongyuan |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
One Shot GANs for Long Tail Problem in Skin Lesion Dataset using novel content space assessment metric
by: Deo, Kunal, et al.
Published: (2024)
by: Deo, Kunal, et al.
Published: (2024)
Context-Aware Vision Language Foundation Models for Ocular Disease Screening in Retinal Images
by: Berger, Lucie, et al.
Published: (2025)
by: Berger, Lucie, et al.
Published: (2025)
Improvement Strategies for Few-Shot Learning in OCT Image Classification of Rare Retinal Diseases
by: Tai, Cheng-Yu, et al.
Published: (2025)
by: Tai, Cheng-Yu, et al.
Published: (2025)
Interpretable Neuropsychiatric Diagnosis via Concept-Guided Graph Neural Networks
by: Wang, Song, et al.
Published: (2025)
by: Wang, Song, et al.
Published: (2025)
Expert-Guided Explainable Few-Shot Learning for Medical Image Diagnosis
by: Uddin, Ifrat Ikhtear, et al.
Published: (2025)
by: Uddin, Ifrat Ikhtear, et al.
Published: (2025)
Enhancing Interpretable Image Classification Through LLM Agents and Conditional Concept Bottleneck Models
by: Jiang, Yiwen, et al.
Published: (2025)
by: Jiang, Yiwen, et al.
Published: (2025)
SegImgNet: Segmentation-Guided Dual-Branch Network for Retinal Disease Diagnoses
by: Luo, Xinwei, et al.
Published: (2025)
by: Luo, Xinwei, et al.
Published: (2025)
Fundus2Video: Cross-Modal Angiography Video Generation from Static Fundus Photography with Clinical Knowledge Guidance
by: Zhang, Weiyi, et al.
Published: (2024)
by: Zhang, Weiyi, et al.
Published: (2024)
Prototype-Based Approach for One-Shot Segmentation of Brain Tumors using Few-Shot Learning
by: Ayman, Ahmed
Published: (2023)
by: Ayman, Ahmed
Published: (2023)
UWF-RI2FA: Generating Multi-frame Ultrawide-field Fluorescein Angiography from Ultrawide-field Retinal Imaging Improves Diabetic Retinopathy Stratification
by: Chen, Ruoyu, et al.
Published: (2024)
by: Chen, Ruoyu, et al.
Published: (2024)
ColonAdapter: Geometry Estimation Through Foundation Model Adaptation for Colonoscopy
by: Jiang, Zhiyi, et al.
Published: (2025)
by: Jiang, Zhiyi, et al.
Published: (2025)
Few Shot Class Incremental Learning using Vision-Language models
by: Kumar, Anurag, et al.
Published: (2024)
by: Kumar, Anurag, et al.
Published: (2024)
Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching
by: Zu, Haiyue, et al.
Published: (2025)
by: Zu, Haiyue, et al.
Published: (2025)
EDU-Net: Retinal Pathological Fluid Segmentation in OCT Images with Multiscale Feature Fusion and Boundary Optimization
by: Lei, Zijun, et al.
Published: (2026)
by: Lei, Zijun, et al.
Published: (2026)
NeuroSymAD: A Neuro-Symbolic Framework for Interpretable Alzheimer's Disease Diagnosis
by: He, Yexiao, et al.
Published: (2025)
by: He, Yexiao, et al.
Published: (2025)
How Does Diverse Interpretability of Textual Prompts Impact Medical Vision-Language Zero-Shot Tasks?
by: Wang, Sicheng, et al.
Published: (2024)
by: Wang, Sicheng, et al.
Published: (2024)
PRISM: Privacy-preserving Inter-Site MRI Harmonization via Disentangled Representation Learning
by: Galada, Sarang, et al.
Published: (2024)
by: Galada, Sarang, et al.
Published: (2024)
SegX: Improving Interpretability of Clinical Image Diagnosis with Segmentation-based Enhancement
by: Zhang, Yuhao, et al.
Published: (2025)
by: Zhang, Yuhao, et al.
Published: (2025)
Attention-Guided Fair AI Modeling for Skin Cancer Diagnosis
by: Zhu, Mingcheng, et al.
Published: (2025)
by: Zhu, Mingcheng, et al.
Published: (2025)
Control Copy-Paste: Controllable Diffusion-Based Augmentation Method for Remote Sensing Few-Shot Object Detection
by: Liu, Yanxing, et al.
Published: (2025)
by: Liu, Yanxing, et al.
Published: (2025)
Diverse Instance Generation via Diffusion Models for Enhanced Few-Shot Object Detection in Remote Sensing Images
by: Liu, Yanxing, et al.
Published: (2025)
by: Liu, Yanxing, et al.
Published: (2025)
Using Computer Vision for Skin Disease Diagnosis in Bangladesh Enhancing Interpretability and Transparency in Deep Learning Models for Skin Cancer Classification
by: Islam, Rafiul, et al.
Published: (2025)
by: Islam, Rafiul, et al.
Published: (2025)
Zero-Shot Denoising for Fluorescence Lifetime Imaging Microscopy with Intensity-Guided Learning
by: Chen, Hao, et al.
Published: (2025)
by: Chen, Hao, et al.
Published: (2025)
Comparative Analysis of Data Augmentation for Retinal OCT Biomarker Segmentation
by: Unterdechler, Markus, et al.
Published: (2024)
by: Unterdechler, Markus, et al.
Published: (2024)
Generative Data-engine Foundation Model for Universal Few-shot 2D Vascular Image Segmentation
by: Ge, Rongjun, et al.
Published: (2026)
by: Ge, Rongjun, et al.
Published: (2026)
M$^3$AD: Multi-task Multi-gate Mixture of Experts for Alzheimer's Disease Diagnosis with Conversion Pattern Modeling
by: Jiang, Yufeng, et al.
Published: (2025)
by: Jiang, Yufeng, et al.
Published: (2025)
A Lightweight Model for Perceptual Image Compression via Implicit Priors
by: Wei, Hao, et al.
Published: (2025)
by: Wei, Hao, et al.
Published: (2025)
Tackling Few-Shot Segmentation in Remote Sensing via Inpainting Diffusion Model
by: Immanuel, Steve Andreas, et al.
Published: (2025)
by: Immanuel, Steve Andreas, et al.
Published: (2025)
Ophora: A Large-Scale Data-Driven Text-Guided Ophthalmic Surgical Video Generation Model
by: Li, Wei, et al.
Published: (2025)
by: Li, Wei, et al.
Published: (2025)
Prompt-driven Latent Domain Generalization for Medical Image Classification
by: Yan, Siyuan, et al.
Published: (2024)
by: Yan, Siyuan, et al.
Published: (2024)
Full-scale Representation Guided Network for Retinal Vessel Segmentation
by: Seo, Sunyong, et al.
Published: (2025)
by: Seo, Sunyong, et al.
Published: (2025)
Training-Free Stimulus Encoding for Retinal Implants via Sparse Projected Gradient Descent
by: Konermann, Henning, et al.
Published: (2026)
by: Konermann, Henning, et al.
Published: (2026)
Anatomy-Guided Surface Diffusion Model for Alzheimer's Disease Normative Modeling
by: Zhang, Jianwei, et al.
Published: (2024)
by: Zhang, Jianwei, et al.
Published: (2024)
PET Image Denoising via Text-Guided Diffusion: Integrating Anatomical Priors through Text Prompts
by: Yu, Boxiao, et al.
Published: (2025)
by: Yu, Boxiao, et al.
Published: (2025)
Few-Shot Domain Adaptation for Learned Image Compression
by: Zhang, Tianyu, et al.
Published: (2024)
by: Zhang, Tianyu, et al.
Published: (2024)
Prompt-Guided Prefiltering for VLM Image Compression
by: Azizian, Bardia, et al.
Published: (2026)
by: Azizian, Bardia, et al.
Published: (2026)
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)
Re-Interpreting the Step-Response Probability Curve to Extract Fundamental Physical Parameters of Event-based Vision Sensors
by: McReynolds, Brian, et al.
Published: (2024)
by: McReynolds, Brian, et al.
Published: (2024)
Prompted Contextual Transformer for Incomplete-View CT Reconstruction
by: Ma, Chenglong, et al.
Published: (2023)
by: Ma, Chenglong, et al.
Published: (2023)
Rethinking Knee Osteoarthritis Severity Grading: A Few Shot Self-Supervised Contrastive Learning Approach
by: Belton, Niamh, et al.
Published: (2024)
by: Belton, Niamh, et al.
Published: (2024)
Similar Items
-
One Shot GANs for Long Tail Problem in Skin Lesion Dataset using novel content space assessment metric
by: Deo, Kunal, et al.
Published: (2024) -
Context-Aware Vision Language Foundation Models for Ocular Disease Screening in Retinal Images
by: Berger, Lucie, et al.
Published: (2025) -
Improvement Strategies for Few-Shot Learning in OCT Image Classification of Rare Retinal Diseases
by: Tai, Cheng-Yu, et al.
Published: (2025) -
Interpretable Neuropsychiatric Diagnosis via Concept-Guided Graph Neural Networks
by: Wang, Song, et al.
Published: (2025) -
Expert-Guided Explainable Few-Shot Learning for Medical Image Diagnosis
by: Uddin, Ifrat Ikhtear, et al.
Published: (2025)