Chaos-Enhanced Prototypical Networks for Few-Shot Medical Image Classification
Fuente:
arXiv
Saved in:
| Main Authors: | Sai, Chinthakuntla Meghan, Kartheek, Murarisetty V Sai, Bharatula, Sita Devi, Seemakurthy, Karthik |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
BBoxCut: A Targeted Data Augmentation Technique for Enhancing Wheat Head Detection Under Occlusions
by: P, Yasashwini Sai Gowri, et al.
Published: (2025)
by: P, Yasashwini Sai Gowri, et al.
Published: (2025)
Few-Shot Distribution-Aligned Flow Matching for Data Synthesis in Medical Image Segmentation
by: Yang, Jie, et al.
Published: (2026)
by: Yang, Jie, et al.
Published: (2026)
Exposing and Mitigating Calibration Biases and Demographic Unfairness in MLLM Few-Shot In-Context Learning for Medical Image Classification
by: Shen, Xing, et al.
Published: (2025)
by: Shen, Xing, 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)
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)
GANCompress: GAN-Enhanced Neural Image Compression with Binary Spherical Quantization
by: Sivakoti, Karthik
Published: (2025)
by: Sivakoti, Karthik
Published: (2025)
Few-Shot Domain Adaptive Object Detection for Microscopic Images
by: Inayat, Sumayya, et al.
Published: (2024)
by: Inayat, Sumayya, 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)
Multi-Prototype Embedding Refinement for Semi-Supervised Medical Image Segmentation
by: Bi, Yali, et al.
Published: (2025)
by: Bi, Yali, et al.
Published: (2025)
Enhancing Transfer Learning for Medical Image Classification with SMOTE: A Comparative Study
by: Alam, Md. Zehan, et al.
Published: (2024)
by: Alam, Md. Zehan, et al.
Published: (2024)
Enhanced Denoising of Optical Coherence Tomography Images Using Residual U-Net
by: Prakash, Akkidas Noel, et al.
Published: (2024)
by: Prakash, Akkidas Noel, et al.
Published: (2024)
A Residual Multi-task Network for Joint Classification and Regression in Medical Imaging
by: Lin, Junji, et al.
Published: (2025)
by: Lin, Junji, et al.
Published: (2025)
HDKD: Hybrid Data-Efficient Knowledge Distillation Network for Medical Image Classification
by: EL-Assiouti, Omar S., et al.
Published: (2024)
by: EL-Assiouti, Omar S., et al.
Published: (2024)
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)
Few-Shot Learning Approach on Tuberculosis Classification Based on Chest X-Ray Images
by: Pramana, A. A. G. Yogi, et al.
Published: (2024)
by: Pramana, A. A. G. Yogi, et al.
Published: (2024)
Enhancing Multimodal Medical Image Classification using Cross-Graph Modal Contrastive Learning
by: Ding, Jun-En, et al.
Published: (2024)
by: Ding, Jun-En, et al.
Published: (2024)
Expert-Guided Explainable Few-Shot Learning with Active Sample Selection for Medical Image Analysis
by: Wang, Longwei, et al.
Published: (2026)
by: Wang, Longwei, et al.
Published: (2026)
Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image Segmentation
by: Zhou, Feng, et al.
Published: (2024)
by: Zhou, Feng, et al.
Published: (2024)
Prototype-Based Information Compensation Network for Multi-Source Remote Sensing Data Classification
by: Gao, Feng, et al.
Published: (2025)
by: Gao, Feng, et al.
Published: (2025)
Few-Shot Multimodal Medical Imaging: A Theoretical Framework
by: Mohsin, Md Talha, et al.
Published: (2025)
by: Mohsin, Md Talha, et al.
Published: (2025)
MONICA: Benchmarking on Long-tailed Medical Image Classification
by: Ju, Lie, et al.
Published: (2024)
by: Ju, Lie, et al.
Published: (2024)
Faster Projected GAN: Towards Faster Few-Shot Image Generation
by: Wang, Chuang, et al.
Published: (2024)
by: Wang, Chuang, et al.
Published: (2024)
Semantic Meta-Split Learning: A TinyML Scheme for Few-Shot Wireless Image Classification
by: Eldeeb, Eslam, et al.
Published: (2024)
by: Eldeeb, Eslam, et al.
Published: (2024)
Exploring Few-Shot Object Detection on Blood Smear Images: A Case Study of Leukocytes and Schistocytes
by: Mura, Davide Antonio, et al.
Published: (2025)
by: Mura, Davide Antonio, et al.
Published: (2025)
A Systematic Review of Generalization Research in Medical Image Classification
by: Matta, Sarah, et al.
Published: (2024)
by: Matta, Sarah, et al.
Published: (2024)
Prompt-driven Latent Domain Generalization for Medical Image Classification
by: Yan, Siyuan, et al.
Published: (2024)
by: Yan, Siyuan, et al.
Published: (2024)
BiasPruner: Debiased Continual Learning for Medical Image Classification
by: Bayasi, Nourhan, et al.
Published: (2024)
by: Bayasi, Nourhan, et al.
Published: (2024)
MGFI-Net: A Multi-Grained Feature Integration Network for Enhanced Medical Image Segmentation
by: Zeng, Yucheng
Published: (2025)
by: Zeng, Yucheng
Published: (2025)
Edit2Restore:Few-Shot Image Restoration via Parameter-Efficient Adaptation of Pre-trained Editing Models
by: Yılmaz, M. Akın, et al.
Published: (2026)
by: Yılmaz, M. Akın, et al.
Published: (2026)
Semi-Supervised Disease Classification based on Limited Medical Image Data
by: Zhang, Yan, et al.
Published: (2024)
by: Zhang, Yan, et al.
Published: (2024)
SAM-Guided Robust Representation Learning for One-Shot 3D Medical Image Segmentation
by: Wang, Jia, et al.
Published: (2025)
by: Wang, Jia, et al.
Published: (2025)
Focus on Texture: Rethinking Pre-training in Masked Autoencoders for Medical Image Classification
by: Madan, Chetan, et al.
Published: (2025)
by: Madan, Chetan, et al.
Published: (2025)
Segmentation of Knee Bones for Osteoarthritis Assessment: A Comparative Analysis of Supervised, Few-Shot, and Zero-Shot Learning Approaches
by: Teoh, Yun Xin, et al.
Published: (2024)
by: Teoh, Yun Xin, et al.
Published: (2024)
Enhancing Medical Imaging with GANs Synthesizing Realistic Images from Limited Data
by: Feng, Yinqiu, et al.
Published: (2024)
by: Feng, Yinqiu, et al.
Published: (2024)
Deconver: A Deconvolutional Network for Medical Image Segmentation
by: Ashtari, Pooya, et al.
Published: (2025)
by: Ashtari, Pooya, et al.
Published: (2025)
Enhancing Medical Image Analysis through Geometric and Photometric transformations
by: Rais, Khadija, et al.
Published: (2025)
by: Rais, Khadija, et al.
Published: (2025)
Uncertainty Estimation for Super-Resolution using ESRGAN
by: Adapa, Maniraj Sai, et al.
Published: (2024)
by: Adapa, Maniraj Sai, et al.
Published: (2024)
VIS-MAE: An Efficient Self-supervised Learning Approach on Medical Image Segmentation and Classification
by: Liu, Zelong, et al.
Published: (2024)
by: Liu, Zelong, et al.
Published: (2024)
Using Few-Shot Learning to Classify Primary Lung Cancer and Other Malignancy with Lung Metastasis in Cytological Imaging via Endobronchial Ultrasound Procedures
by: Lin, Ching-Kai, et al.
Published: (2024)
by: Lin, Ching-Kai, et al.
Published: (2024)
CLOG-CD: Curriculum Learning based on Oscillating Granularity of Class Decomposed Medical Image Classification
by: Abbas, Asmaa, et al.
Published: (2025)
by: Abbas, Asmaa, et al.
Published: (2025)
Similar Items
-
BBoxCut: A Targeted Data Augmentation Technique for Enhancing Wheat Head Detection Under Occlusions
by: P, Yasashwini Sai Gowri, et al.
Published: (2025) -
Few-Shot Distribution-Aligned Flow Matching for Data Synthesis in Medical Image Segmentation
by: Yang, Jie, et al.
Published: (2026) -
Exposing and Mitigating Calibration Biases and Demographic Unfairness in MLLM Few-Shot In-Context Learning for Medical Image Classification
by: Shen, Xing, et al.
Published: (2025) -
Few-Shot Domain Adaptation for Learned Image Compression
by: Zhang, Tianyu, et al.
Published: (2024) -
Expert-Guided Explainable Few-Shot Learning for Medical Image Diagnosis
by: Uddin, Ifrat Ikhtear, et al.
Published: (2025)