Machine Learning · Computer Science
An Extensive Study on Cross-Dataset Bias and Evaluation Metrics Interpretation for Machine Learning applied to Gastrointestinal Tract Abnormality Classification
Vajira Thambawita, Debesh Jha, Hugo Lewi Hammer, Håvard D. Johansen +3
2021-02-03
Computer Vision and Pattern Recognition · Computer Science
Enhanced Multi-Class Classification of Gastrointestinal Endoscopic Images with Interpretable Deep Learning Model
Astitva Kamble, Vani Bandodkar, Saakshi Dharmadhikary, Veena Anand +3
2025-03-04
Machine Learning · Computer Science
Augmenting Gastrointestinal Health: A Deep Learning Approach to Human Stool Recognition and Characterization in Macroscopic Images
David Hachuel, Akshay Jha, Deborah Estrin, Alfonso Martinez +2
2019-03-27
Computer Vision and Pattern Recognition · Computer Science
Gastrointestinal Disorder Detection with a Transformer Based Approach
A. K. M. Salman Hosain, Mynul islam, Md Humaion Kabir Mehedi, Irteza Enan Kabir +1
2022-12-09
Computer Vision and Pattern Recognition · Computer Science
Integrating Deep Feature Extraction and Hybrid ResNet-DenseNet Model for Multi-Class Abnormality Detection in Endoscopic Images
Aman Sagar, Preeti Mehta, Monika Shrivastva, Suchi Kumari
2024-10-25
Image and Video Processing · Electrical Eng. & Systems
CapsuleNet: A Deep Learning Model To Classify GI Diseases Using EfficientNet-b7
Aniket Das, Ayushman Singh, Nishant, Sharad Prakash
2024-10-28
Computer Vision and Pattern Recognition · Computer Science
DeepGI: Explainable Deep Learning for Gastrointestinal Image Classification
Walid Houmaidi, Mohamed Hadadi, Youssef Sabiri, Yousra Chtouki
2025-12-01
Computer Vision and Pattern Recognition · Computer Science
Multi-Task Image-Based Dietary Assessment for Food Recognition and Portion Size Estimation
Jiangpeng He, Zeman Shao, Janine Wright, Deborah Kerr +2
2020-04-29
Computer Vision and Pattern Recognition · Computer Science
UGCANet: A Unified Global Context-Aware Transformer-based Network with Feature Alignment for Endoscopic Image Analysis
Pham Vu Hung, Nguyen Duy Manh, Nguyen Thi Oanh, Nguyen Thi Thuy +1
2023-07-13
Image and Video Processing · Electrical Eng. & Systems
Refined Deep Neural Network and U-Net for Polyps Segmentation
Quoc-Huy Trinh, Minh-Van Nguyen, Thiet-Gia Huynh, Minh-Triet Tran
2021-06-01
Computer Vision and Pattern Recognition · Computer Science
Knowledge distillation with a class-aware loss for endoscopic disease detection
Pedro E. Chavarrias-Solanon, Mansoor Ali-Teevno, Gilberto Ochoa-Ruiz, Sharib Ali
2022-07-21
Image and Video Processing · Electrical Eng. & Systems
DeepGI: An Automated Approach for Gastrointestinal Tract Segmentation in MRI Scans
Ye Zhang, Yulu Gong, Dongji Cui, Xinrui Li +1
2024-01-30
Image and Video Processing · Electrical Eng. & Systems
Hierarchical Deep Convolutional Neural Networks for Multi-category Diagnosis of Gastrointestinal Disorders on Histopathological Images
Rasoul Sali, Sodiq Adewole, Lubaina Ehsan, Lee A. Denson +7
2020-08-10
Computer Vision and Pattern Recognition · Computer Science
Seeing More with Less: Video Capsule Endoscopy with Multi-Task Learning
Julia Werner, Oliver Bause, Julius Oexle, Maxime Le Floch +3
2026-01-21
Computer Vision and Pattern Recognition · Computer Science
Divide and Conquer: Grounding a Bleeding Areas in Gastrointestinal Image with Two-Stage Model
Yu-Fan Lin, Bo-Cheng Qiu, Chia-Ming Lee, Chih-Chung Hsu
2024-12-24
Computer Vision and Pattern Recognition · Computer Science
Pyramid-Focus-Augmentation: Medical Image Segmentation with Step-Wise Focus
Vajira Thambawita, Steven Hicks, Pål Halvorsen, Michael A. Riegler
2021-02-04
Computer Vision and Pattern Recognition · Computer Science
Combining Deep Learning with Geometric Features for Image based Localization in the Gastrointestinal Tract
Jingwei Song, Mitesh Patel, Andreas Girgensohn, Chelhwon Kim
2020-05-15
Computer Vision and Pattern Recognition · Computer Science
Microscopic fine-grained instance classification through deep attention
Mengran Fan, Tapabrata Chakrabort, Eric I-Chao Chang, Yan Xu +1
2020-10-07
Computer Vision and Pattern Recognition · Computer Science
A Multi-Task Learning Approach for Meal Assessment
Ya Lu, Dario Allegra, Marios Anthimopoulos, Filippo Stanco +2
2018-06-28
Computer Vision and Pattern Recognition · Computer Science
Learning Through Guidance: Knowledge Distillation for Endoscopic Image Classification
Harshala Gammulle, Yubo Chen, Sridha Sridharan, Travis Klein +1
2023-08-21