Non-negative Subspace Feature Representation for Few-shot Learning in Medical Imaging
Fuente:
arXiv
Saved in:
| Main Authors: | Fan, Keqiang, Cai, Xiaohao, Niranjan, Mahesan |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI
by: Fan, Keqiang, et al.
Published: (2024)
by: Fan, Keqiang, et al.
Published: (2024)
Prompt Optimization Meets Subspace Representation Learning for Few-shot Out-of-Distribution Detection
by: Sayem, Faizul Rakib, et al.
Published: (2025)
by: Sayem, Faizul Rakib, et al.
Published: (2025)
Semantic Scene Completion with Multi-Feature Data Balancing Network
by: Alawadh, Mona, et al.
Published: (2024)
by: Alawadh, Mona, et al.
Published: (2024)
Siamese Transformer Networks for Few-shot Image Classification
by: Jiang, Weihao, et al.
Published: (2024)
by: Jiang, Weihao, et al.
Published: (2024)
MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM
by: Mahla, Navyansh, et al.
Published: (2024)
by: Mahla, Navyansh, et al.
Published: (2024)
Reliable Few-shot Learning under Dual Noises
by: Zhang, Ji, et al.
Published: (2025)
by: Zhang, Ji, et al.
Published: (2025)
Memory-guided Network with Uncertainty-based Feature Augmentation for Few-shot Semantic Segmentation
by: Chen, Xinyue, et al.
Published: (2024)
by: Chen, Xinyue, et al.
Published: (2024)
Uni-DAD: Unified Distillation and Adaptation of Diffusion Models for Few-step Few-shot Image Generation
by: Bahram, Yara, et al.
Published: (2025)
by: Bahram, Yara, et al.
Published: (2025)
Few-shot Writer Adaptation via Multimodal In-Context Learning
by: Simon, Tom, et al.
Published: (2026)
by: Simon, Tom, et al.
Published: (2026)
Feature Map Convergence Evaluation for Functional Module
by: Zhang, Ludan, et al.
Published: (2024)
by: Zhang, Ludan, et al.
Published: (2024)
Complementary Pseudo Multimodal Feature for Point Cloud Anomaly Detection
by: Cao, Yunkang, et al.
Published: (2023)
by: Cao, Yunkang, et al.
Published: (2023)
TAGE: Trustworthy Attribute Group Editing for Stable Few-shot Image Generation
by: Zhang, Ruicheng, et al.
Published: (2024)
by: Zhang, Ruicheng, et al.
Published: (2024)
Augmenting Prototype Network with TransMix for Few-shot Hyperspectral Image Classification
by: Liu, Chun, et al.
Published: (2024)
by: Liu, Chun, et al.
Published: (2024)
Task Consistent Prototype Learning for Incremental Few-shot Semantic Segmentation
by: Xu, Wenbo, et al.
Published: (2024)
by: Xu, Wenbo, et al.
Published: (2024)
Covariance-based Space Regularization for Few-shot Class Incremental Learning
by: Hu, Yijie, et al.
Published: (2024)
by: Hu, Yijie, et al.
Published: (2024)
FAD: Frequency Adaptation and Diversion for Cross-domain Few-shot Learning
by: Shi, Ruixiao, et al.
Published: (2025)
by: Shi, Ruixiao, et al.
Published: (2025)
Few-shot Class-Incremental Learning via Generative Co-Memory Regularization
by: Bao, Kexin, et al.
Published: (2026)
by: Bao, Kexin, et al.
Published: (2026)
Mind the Discriminability Trap in Source-Free Cross-domain Few-shot Learning
by: Zhang, Zhenyu, et al.
Published: (2026)
by: Zhang, Zhenyu, et al.
Published: (2026)
Few-Shot Medical Image Segmentation with High-Fidelity Prototypes
by: Tang, Song, et al.
Published: (2024)
by: Tang, Song, et al.
Published: (2024)
PGP-SAM: Prototype-Guided Prompt Learning for Efficient Few-Shot Medical Image Segmentation
by: Yan, Zhonghao, et al.
Published: (2025)
by: Yan, Zhonghao, et al.
Published: (2025)
Active Multimodal Distillation for Few-shot Action Recognition
by: Feng, Weijia, et al.
Published: (2025)
by: Feng, Weijia, et al.
Published: (2025)
Few-shot Implicit Function Generation via Equivariance
by: Huang, Suizhi, et al.
Published: (2025)
by: Huang, Suizhi, et al.
Published: (2025)
Few-shot Semantic Encoding and Decoding for Video Surveillance
by: Cheng, Baoping, et al.
Published: (2025)
by: Cheng, Baoping, et al.
Published: (2025)
Uncertainty-aware Prototype Learning with Variational Inference for Few-shot Point Cloud Segmentation
by: Zhao, Yifei, et al.
Published: (2026)
by: Zhao, Yifei, et al.
Published: (2026)
A World Model of Radiologist Reading for Medical Image Representation Learning
by: Li, Yiwei, et al.
Published: (2026)
by: Li, Yiwei, et al.
Published: (2026)
Zeus: Zero-shot LLM Instruction for Union Segmentation in Multimodal Medical Imaging
by: Dai, Siyuan, et al.
Published: (2025)
by: Dai, Siyuan, et al.
Published: (2025)
Reviving In-domain Fine-tuning Methods for Source-Free Cross-domain Few-shot Learning
by: Zhao, Yaze, et al.
Published: (2026)
by: Zhao, Yaze, et al.
Published: (2026)
WaveFormer: A 3D Transformer with Wavelet-Driven Feature Representation for Efficient Medical Image Segmentation
by: Hasan, Md Mahfuz Al, et al.
Published: (2025)
by: Hasan, Md Mahfuz Al, et al.
Published: (2025)
Mutually-Aware Feature Learning for Few-Shot Object Counting
by: Jeon, Yerim, et al.
Published: (2024)
by: Jeon, Yerim, et al.
Published: (2024)
ConPro: Learning Severity Representation for Medical Images using Contrastive Learning and Preference Optimization
by: Nguyen, Hong, et al.
Published: (2024)
by: Nguyen, Hong, et al.
Published: (2024)
GV-VAD : Exploring Video Generation for Weakly-Supervised Video Anomaly Detection
by: Cai, Suhang, et al.
Published: (2025)
by: Cai, Suhang, et al.
Published: (2025)
Semantic Segmentation by Semantic Proportions
by: Aysel, Halil Ibrahim, et al.
Published: (2023)
by: Aysel, Halil Ibrahim, et al.
Published: (2023)
Small Object Few-shot Segmentation for Vision-based Industrial Inspection
by: Zhang, Zilong, et al.
Published: (2024)
by: Zhang, Zilong, et al.
Published: (2024)
Few-shot Open Relation Extraction with Gaussian Prototype and Adaptive Margin
by: Guo, Tianlin, et al.
Published: (2024)
by: Guo, Tianlin, et al.
Published: (2024)
Chain-of-Evidence Multimodal Reasoning for Few-shot Temporal Action Localization
by: Qi, Mengshi, et al.
Published: (2025)
by: Qi, Mengshi, et al.
Published: (2025)
Temporal Alignment-Free Video Matching for Few-shot Action Recognition
by: Lee, SuBeen, et al.
Published: (2025)
by: Lee, SuBeen, et al.
Published: (2025)
Cross-domain Few-shot In-context Learning for Enhancing Traffic Sign Recognition
by: Gan, Yaozong, et al.
Published: (2024)
by: Gan, Yaozong, et al.
Published: (2024)
SRU-Pix2Pix: A Fusion-Driven Generator Network for Medical Image Translation with Few-Shot Learning
by: Qiu, Xihe, et al.
Published: (2026)
by: Qiu, Xihe, et al.
Published: (2026)
Zero-Training Task-Specific Model Synthesis for Few-Shot Medical Image Classification
by: Qin, Yao, et al.
Published: (2025)
by: Qin, Yao, et al.
Published: (2025)
CLOSER: Towards Better Representation Learning for Few-Shot Class-Incremental Learning
by: Oh, Junghun, et al.
Published: (2024)
by: Oh, Junghun, et al.
Published: (2024)
Similar Items
-
Discrepancy-based Diffusion Models for Lesion Detection in Brain MRI
by: Fan, Keqiang, et al.
Published: (2024) -
Prompt Optimization Meets Subspace Representation Learning for Few-shot Out-of-Distribution Detection
by: Sayem, Faizul Rakib, et al.
Published: (2025) -
Semantic Scene Completion with Multi-Feature Data Balancing Network
by: Alawadh, Mona, et al.
Published: (2024) -
Siamese Transformer Networks for Few-shot Image Classification
by: Jiang, Weihao, et al.
Published: (2024) -
MedSAGa: Few-shot Memory Efficient Medical Image Segmentation using Gradient Low-Rank Projection in SAM
by: Mahla, Navyansh, et al.
Published: (2024)