DCA-DAFFNet: An End-to-End Network With Deformable Fusion Attention and Deep Adaptive Feature Fusion for Laryngeal Tumor Grading From Histopathology Images

Author:

Luo Jiayang1ORCID,Huang Pan1ORCID,He Peng1ORCID,Wei Biao1,Guo Xiaodong1ORCID,Xiao Hualiang2,Sun Yuchun3ORCID,Tian Sukun3ORCID,Zhou Mi4,Feng Peng1ORCID

Affiliation:

1. College of Optoelectronic Engineering, Chongqing University, Chongqing, China

2. Department of Pathology, Daping Hospital, Army Medical University, Chongqing, China

3. Center of Digital Dentistry, Faculty of Prosthodontics, Peking University School and Hospital of Stomatology, National Center of Stomatology, National Clinical Research Center for Oral Diseases, National Engineering Research Center of Oral Biomaterials and Digital Medical Devices, Beijing Key Laboratory of Digital Stomatology, Research Center of Engineering and Technology for Computerized Dentistry Ministry of Health, Beijing, China

4. College of Science, Chongqing University of Technology, Chongqing, China

Funder

Graduate Scientific Research and Innovation Foundation of Chongqing

National Key Research and Development Program of China

National Natural Science Foundation of China

Chongqing Basic Research and Frontier Exploration Project

Chongqing Technology Innovation and Application Development Project

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Subject

Electrical and Electronic Engineering,Instrumentation

Reference49 articles.

1. CAT-Net: A Cross-Slice Attention Transformer Model for Prostate Zonal Segmentation in MRI

2. Modified U-Net (mU-Net) With Incorporation of Object-Dependent High Level Features for Improved Liver and Liver-Tumor Segmentation in CT Images

3. Weakly supervised learning for whole slide lung cancer image classification;wang;Med Imag Deep Learn,2018

4. Multi-Modal Retinal Image Classification With Modality-Specific Attention Network

5. An image is worth 16×16 words: Transformers for image recognition at scale;dosovitskiy;arXiv 2010 11929,2020

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