default author photo

Huafu Zhu

Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing

SCHOLARLY PAPERS

9

DOWNLOADS

814

TOTAL CITATIONS

2

Scholarly Papers (9)

1.

WeakPolyp-SAM: Segment Anything Model-Driven Weakly-Supervised Polyp Segmentation

Number of pages: 25 Posted: 18 Dec 2024
Nanjing University of Science and Technology, Nanjing University of Science and Technology, Nanjing University of Information Science and Technology, Southeast University, Nanjing University of Information Science and Technology, Nanjing University of Science and Technology and Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing
Downloads 259 (304,988)

Abstract:

Loading...

Polyp segmentation, Segment Anything Model, Cross-level fusion, Local-and-global context decoder

2.

3d Microvascular Reconstruction in Retinal Oct Angiography Images Via Domain-Adaptive Learning

Number of pages: 33 Posted: 05 Aug 2023
affiliation not provided to SSRN, affiliation not provided to SSRN, Edge Hill University, Ningbo University of Technology, University of Liverpool, affiliation not provided to SSRN, University of Liverpool, Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing and Chinese Academy of Medical Sciences - Institute of Biomedical Engineering
Downloads 146 (511,933)

Abstract:

Loading...

Vessel, retina, OCTA, reconstruction, Domain Adaptation

3.

Multimodal Fusion on Low-quality  Data: A Comprehensive Survey

Number of pages: 80 Posted: 04 Jan 2026
Tianjin University, affiliation not provided to SSRN, Tianjin University, Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing, Sichuan University, Xidian University, Tianjin University, Xidian University, Harbin Institute of Technology, Shenzhen Key Laboratory of Visual Object Detection and Recognition, Renmin University of China and Tianjin University
Downloads 108 (684,672)
Citation 1

Abstract:

Loading...

Multimodal Learning, Robustness

4.

Dual-Scale Enhanced and Cross-Generative Consistency Learning for Semi-Supervised Medical Image Segmentation

Number of pages: 27 Posted: 07 Jun 2024
Nanjing University of Information Science and Technology, Nanjing University of Science and Technology, Nanjing University of Information Science and Technology, Southeast University, Nanjing University, Nanjing University of Science and Technology and Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing
Downloads 101 (689,572)
Citation 1

Abstract:

Loading...

Medical image segmentation, semi-supervised learning, scale-enhanced consistency, cross-generative consistency.

5.

Madga: Modality-Aligned Dual-Graph Aggregation Network for Multi-Omics Data Classification

Number of pages: 28 Posted: 16 Jan 2025
Tiangong University, Tiangong University, Tianjin University, Tianjin University, Tiangong University, Tiangong University, Tiangong University and Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing
Downloads 67 (899,324)

Abstract:

Loading...

Modal alignment, Dual-graph aggregation, Transformer network, Multi-omics data classification

6.

Unsupervised Domain Adaptation Via Style-Aware Self-Intermediate Domain

Number of pages: 30 Posted: 12 Oct 2024
Nanjing University of Aeronautics and Astronautics, Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing, Nanjing University of Aeronautics and Astronautics and Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing
Downloads 50 (1,074,648)

Abstract:

Loading...

unsupervised domain adaptation, Domain gap, Unsupervised Learning, Deep Learning

7.

MedDATP: Adapting CLIP for Few-shot Medical Image Classification via Domain Adapter and Task Prompts

Number of pages: 14 Posted: 23 Sep 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, Shenzhen University, Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing, affiliation not provided to SSRN, Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing and affiliation not provided to SSRN
Downloads 46 (1,222,651)

Abstract:

Loading...

Medical Image Classification, Few-shot learning, CLIP Adaption, prompt tuning, parameter-efficient fine-tuning

8.

An Evidence-Linked Multimodal MRI-Based AI System for Liver Lesion Assessment: Multi-Center and Prospective Validation

Number of pages: 34 Posted: 29 Jun 2026
Ke Zou, Yang Bai, Huafu Zhu and See PDF
Sichuan University, Agency for Science, Technology and Research (A*STAR), Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing and Please see PDF for full list of authors & affiliations
Downloads 23

Abstract:

Loading...

liver lesion assessment, multimodal liver MRI, artificial intelligence, vision-language model

9.

One-Shot Federated Learning with Pre-Trained Foundation Models via Prototype Learning

Number of pages: 44 Posted: 20 Apr 2026
affiliation not provided to SSRN, Tencent Jarvis Lab, Agency for Science, Technology and Research (A*STAR) - Institute of High Performance Computing, Tencent Jarvis Lab, affiliation not provided to SSRN, affiliation not provided to SSRN, Lingnan University, Hong Kong Metropolitan University, Hong Kong Polytechnic University, Tencent Jarvis Lab and affiliation not provided to SSRN
Downloads 14 (1,534,404)

Abstract:

Loading...

One-shot federated learning, Pre-trained foundation model, Prototype Learning, Non-IID data