Efficient Medical Image Segmentation Based on Knowledge Distillation

23 August 2021

Papers citing "Efficient Medical Image Segmentation Based on Knowledge Distillation"

36 / 36 papers shown

Title
DCSNet: A Lightweight Knowledge Distillation-Based Model with Explainable AI for Lung Cancer Diagnosis from Histopathological Images Sadman Sakib Alif Nasim Anzum Promise Fiaz Al Abid Aniqua Nusrat Zereen 23 0 0 14 May 2025
Digital Staining with Knowledge Distillation: A Unified Framework for Unpaired and Paired-But-Misaligned Data Ziwang Xu Lanqing Guo Satoshi Tsutsui Shuyan Zhang Alex C. Kot Bihan Wen 35 0 0 14 Apr 2025
Opening the black box of deep learning: Validating the statistical association between explainable artificial intelligence (XAI) and clinical domain knowledge in fundus image-based glaucoma diagnosis Han Yuan Lican Kang Yong Li 28 0 0 06 Apr 2025
Shape-intensity knowledge distillation for robust medical image segmentation Wenhui Dong Bo Du Yongchao Xu 33 0 0 26 Sep 2024
DSG-KD: Knowledge Distillation from Domain-Specific to General Language Models Sangyeon Cho Jangyeong Jeon Dongjoon Lee Changhee Lee Junyeong Kim 27 1 0 23 Sep 2024
FedBrain-Distill: Communication-Efficient Federated Brain Tumor Classification Using Ensemble Knowledge Distillation on Non-IID Data Rasoul Jafari Gohari Laya Aliahmadipour Ezat Valipour FedML 31 0 0 09 Sep 2024
Detecting Wildfires on UAVs with Real-time Segmentation Trained by Larger Teacher Models Julius Pesonen T. Hakala V. Karjalainen Niko Koivumaki L. Markelin A.-M. Raita-Hakola J. Suomalainen Ilkka Polonen E. Honkavaara 32 1 0 19 Aug 2024
Computer Vision Model Compression Techniques for Embedded Systems: A Survey Alexandre Lopes Fernando Pereira dos Santos D. Oliveira Mauricio Schiezaro Hélio Pedrini 28 5 0 15 Aug 2024
ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain-Generalized Medical Image Segmentation Qing Xu Jiaxuan Li Xiangjian He Ziyu Liu Zhen Chen ... Fiseha B. Tesema W. Cheah Yi Wang Rong Qu Jonathan M. Garibaldi MedIm VLM 32 9 0 19 Jul 2024
Test-Time Generative Augmentation for Medical Image Segmentation Xiao Ma Yuhui Tao Yuhan Zhang Zexuan Ji Yizhe Zhang Qiang Chen MedIm 44 0 0 25 Jun 2024
Enhancing Single-Slice Segmentation with 3D-to-2D Unpaired Scan Distillation Xin Yu Qi Yang Han Liu Ho Hin Lee Yucheng Tang ... Shunxing Bao Yuankai Huo Ann Zenobia Moore Luigi Ferrucci Bennett A. Landman 35 1 0 18 Jun 2024
Exploring Graph-based Knowledge: Multi-Level Feature Distillation via Channels Relational Graph Zhiwei Wang Jun Huang Longhua Ma Chengyu Wu Hongyu Ma 35 0 0 14 May 2024
Adaptive Affinity-Based Generalization For MRI Imaging Segmentation Across Resource-Limited Settings Eddardaa Ben Loussaief Mohammed Ayad Domenc Puig Hatem A. Rashwan 21 0 0 03 Apr 2024
Weakly Supervised Change Detection via Knowledge Distillation and Multiscale Sigmoid Inference Binghao Lu Caiwen Ding Jinbo Bi Dongjin Song 27 3 0 09 Mar 2024
MedContext: Learning Contextual Cues for Efficient Volumetric Medical Segmentation Hanan Gani Muzammal Naseer Fahad Khan Salman Khan 26 0 0 27 Feb 2024
Transferring Ultrahigh-Field Representations for Intensity-Guided Brain Segmentation of Low-Field Magnetic Resonance Imaging Kwanseok Oh Jieun Lee Da-Woon Heo Dinggang Shen Heung-Il Suk 14 0 0 13 Feb 2024
Graph Relation Distillation for Efficient Biomedical Instance Segmentation Xiaoyu Liu Yueyi Zhang Zhiwei Xiong Wei Huang Bo Hu Xiaoyan Sun Feng Wu 29 0 0 12 Jan 2024
Rethinking Intermediate Layers design in Knowledge Distillation for Kidney and Liver Tumor Segmentation Vandan Gorade Sparsh Mittal Debesh Jha Ulas Bagci 17 3 0 28 Nov 2023
LumiNet: The Bright Side of Perceptual Knowledge Distillation Md. Ismail Hossain M. M. L. Elahi Sameera Ramasinghe A. Cheraghian Fuad Rahman Nabeel Mohammed Shafin Rahman 29 1 0 05 Oct 2023
Sculpting Efficiency: Pruning Medical Imaging Models for On-Device Inference Sudarshan Sreeram Bernhard Kainz 24 0 0 10 Sep 2023
Dice Semimetric Losses: Optimizing the Dice Score with Soft Labels Zifu Wang Teodora Popordanoska J. Bertels Robin Lemmens Matthew B. Blaschko 26 10 0 28 Mar 2023
Large AI Models in Health Informatics: Applications, Challenges, and the Future Jianing Qiu Lin Li Jiankai Sun Jiachuan Peng Peilun Shi ... Bo Xiao Wu Yuan Ningli Wang Dong Xu Benny P. L. Lo AI4MH LM&MA 42 127 0 21 Mar 2023
Knowledge Distillation for Adaptive MRI Prostate Segmentation Based on Limit-Trained Multi-Teacher Models Eddardaa Ben Loussaief Hatem A. Rashwan Mohammed Ayad Mohammed Zakaria Hassan D. Puig 29 0 0 16 Mar 2023
Knowledge Distillation on Graphs: A Survey Yijun Tian Shichao Pei Xiangliang Zhang Chuxu Zhang Nitesh V. Chawla 18 28 0 01 Feb 2023
Leveraging Different Learning Styles for Improved Knowledge Distillation in Biomedical Imaging Usma Niyaz A. Sambyal Deepti R. Bathula 14 0 0 06 Dec 2022
Knowledge Distillation from Cross Teaching Teachers for Efficient Semi-Supervised Abdominal Organ Segmentation in CT Jae Won Choi 29 4 0 11 Nov 2022
Knowledge Distillation approach towards Melanoma Detection Md Shakib Khan Kazi Nabiul Alam Abdur Rab Dhruba H. Zunair Nabeel Mohammed 24 23 0 14 Oct 2022
Exploring Generalizable Distillation for Efficient Medical Image Segmentation Xingqun Qi Zhuo Wu Min Ren Muyi Sun Caifeng Shan Zhe Sun 40 3 0 26 Jul 2022
SlimSeg: Slimmable Semantic Segmentation with Boundary Supervision Danna Xue Feiyu Yang Pei Wang Luis Herranz Jinqiu Sun Yu Zhu Yanning Zhang UQCV 32 6 0 13 Jul 2022
Med-DANet: Dynamic Architecture Network for Efficient Medical Volumetric Segmentation Wenxuan Wang Chen Chen Jing Wang Sen Zha Yan Zhang Jiangyun Li MedIm 23 8 0 14 Jun 2022
MISSU: 3D Medical Image Segmentation via Self-distilling TransUNet Nan Wang Shaohui Lin Xiaoxiao Li Ke Li Yunhang Shen Yue Gao Lizhuang Ma ViT MedIm 41 33 0 02 Jun 2022
SSD-KD: A Self-supervised Diverse Knowledge Distillation Method for Lightweight Skin Lesion Classification Using Dermoscopic Images Yongwei Wang Yuheng Wang Tim K. Lee C. Miao Z. J. Wang 21 74 0 22 Mar 2022
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image Segmentation Wen Zou Muyi Sun 33 18 0 16 Mar 2022
WORD: A large scale dataset, benchmark and clinical applicable study for abdominal organ segmentation from CT image Xiangde Luo Wenjun Liao Jianghong Xiao Jieneng Chen Tao Song Xiaofan Zhang Kang Li Dimitris N. Metaxas Guotai Wang Shaoting Zhang 30 124 0 03 Nov 2021
Towards to Robust and Generalized Medical Image Segmentation Framework Yurong Chen OOD 27 3 0 09 Aug 2021
ENet: A Deep Neural Network Architecture for Real-Time Semantic Segmentation Adam Paszke Abhishek Chaurasia Sangpil Kim Eugenio Culurciello SSeg 233 2,056 0 07 Jun 2016