E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation

20 February 2025

Decebal Constantin Mocanu

Papers citing "E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation"

50 / 54 papers shown

Title
Dynamic Sparse Training versus Dense Training: The Unexpected Winner in Image Corruption Robustness Boqian Wu Q. Xiao Shunxin Wang N. Strisciuglio Mykola Pechenizkiy M. V. Keulen Decebal Constantin Mocanu Elena Mocanu OOD 3DH 201 3 0 03 Oct 2024
Are Sparse Neural Networks Better Hard Sample Learners? Q. Xiao Boqian Wu Lu Yin Christopher Neil Gadzinski Tianjin Huang Mykola Pechenizkiy Decebal Constantin Mocanu 74 1 0 13 Sep 2024
Mamba-UNet: UNet-Like Pure Visual Mamba for Medical Image Segmentation Ziyang Wang Jian-Qing Zheng Yichi Zhang Ge Cui Lei Li Mamba 90 137 0 07 Feb 2024
VM-UNet: Vision Mamba UNet for Medical Image Segmentation Jiacheng Ruan Suncheng Xiang Mamba 145 281 0 04 Feb 2024
SegMamba: Long-range Sequential Modeling Mamba For 3D Medical Image Segmentation Zhaohu Xing Tian-Chun Ye Yijun Yang Guang Liu Lei Zhu Mamba 118 228 0 24 Jan 2024
Mamba: Linear-Time Sequence Modeling with Selective State Spaces Albert Gu Tri Dao Mamba 150 2,786 0 01 Dec 2023
Ten Lessons We Have Learned in the New "Sparseland": A Short Handbook for Sparse Neural Network Researchers Shiwei Liu Zhangyang Wang 87 32 0 06 Feb 2023
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu Decebal Constantin Mocanu AI4TS 77 32 0 19 Dec 2022
Where to Pay Attention in Sparse Training for Feature Selection? Ghada Sokar Zahra Atashgahi Mykola Pechenizkiy Decebal Constantin Mocanu 71 19 0 26 Nov 2022
Extending nnU-Net is all you need Fabian Isensee Constantin Ulrich Tassilo Wald Klaus H. Maier-Hein SSeg 49 33 0 23 Aug 2022
AMOS: A Large-Scale Abdominal Multi-Organ Benchmark for Versatile Medical Image Segmentation Yuanfeng Ji Haotian Bai Jie Yang Chongjian Ge Ye Zhu ... Zhuguo Li Lingyan Zhang Wanling Ma Xiang Wan Ping Luo OOD 82 320 0 16 Jun 2022
UNeXt: MLP-based Rapid Medical Image Segmentation Network Jeya Maria Jose Valanarasu Vishal M. Patel SSeg 72 513 0 09 Mar 2022
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and Benchmark Yunhe Gao Mu Zhou Ding Liu Zhennan Yan Shaoting Zhang Dimitris N. Metaxas ViT MedIm 92 71 0 28 Feb 2022
Self-Supervised Pre-Training of Swin Transformers for 3D Medical Image Analysis Yucheng Tang Dong Yang Wenqi Li H. Roth Bennett Landman Daguang Xu V. Nath Ali Hatamizadeh ViT MedIm 129 536 0 29 Nov 2021
MEST: Accurate and Fast Memory-Economic Sparse Training Framework on the Edge Geng Yuan Xiaolong Ma Wei Niu Zhengang Li Zhenglun Kong ... Minghai Qin Bin Ren Yanzhi Wang Sijia Liu Xue Lin 79 96 0 26 Oct 2021
UCTransNet: Rethinking the Skip Connections in U-Net from a Channel-wise Perspective with Transformer Haonan Wang Peng Cao Jiaqi Wang Osmar R. Zaiane MedIm ViT 204 751 0 09 Sep 2021
AS-MLP: An Axial Shifted MLP Architecture for Vision Dongze Lian Zehao Yu Xing Sun Shenghua Gao 120 191 0 18 Jul 2021
Sparse Training via Boosting Pruning Plasticity with Neuroregeneration Shiwei Liu Tianlong Chen Xiaohan Chen Zahra Atashgahi Lu Yin Huanyu Kou Li Shen Mykola Pechenizkiy Zhangyang Wang Decebal Constantin Mocanu 102 114 0 19 Jun 2021
CoAtNet: Marrying Convolution and Attention for All Data Sizes Zihang Dai Hanxiao Liu Quoc V. Le Mingxing Tan ViT 141 1,212 0 09 Jun 2021
Top-KAST: Top-K Always Sparse Training Siddhant M. Jayakumar Razvan Pascanu Jack W. Rae Simon Osindero Erich Elsen 165 100 0 07 Jun 2021
Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation Hu Cao Yueyue Wang Jieneng Chen Dongsheng Jiang Xiaopeng Zhang Qi Tian Manning Wang ViT MedIm 141 2,922 0 12 May 2021
DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation Yufan He Dong Yang H. Roth Can Zhao Daguang Xu MedIm 66 64 0 29 Mar 2021
ConViT: Improving Vision Transformers with Soft Convolutional Inductive Biases Stéphane dÁscoli Hugo Touvron Matthew L. Leavitt Ari S. Morcos Giulio Biroli Levent Sagun ViT 141 834 0 19 Mar 2021
UNETR: Transformers for 3D Medical Image Segmentation Ali Hatamizadeh Yucheng Tang Vishwesh Nath Dong Yang Andriy Myronenko Bennett Landman H. Roth Daguang Xu ViT MedIm 195 1,619 0 18 Mar 2021
TransBTS: Multimodal Brain Tumor Segmentation Using Transformer Wenxuan Wang Chen Chen Meng Ding Jiangyun Li Hong Yu Sen Zha ViT MedIm 94 729 0 07 Mar 2021
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image Segmentation Yutong Xie Jianpeng Zhang Chunhua Shen Yong-quan Xia ViT MedIm 86 502 0 04 Mar 2021
Convolution-Free Medical Image Segmentation using Transformers Davood Karimi Serge Vasylechko Ali Gholipour ViT MedIm 127 124 0 26 Feb 2021
Sparsity in Deep Learning: Pruning and growth for efficient inference and training in neural networks Torsten Hoefler Dan Alistarh Tal Ben-Nun Nikoli Dryden Alexandra Peste MQ 316 725 0 31 Jan 2021
Quick and Robust Feature Selection: the Strength of Energy-efficient Sparse Training for Autoencoders Zahra Atashgahi Ghada Sokar T. Lee Elena Mocanu Decebal Constantin Mocanu Raymond N. J. Veldhuis Mykola Pechenizkiy 83 41 0 01 Dec 2020
Dynamic Group Convolution for Accelerating Convolutional Neural Networks Z. Su Linpu Fang Wenxiong Kang D. Hu M. Pietikäinen Li Liu 58 45 0 08 Jul 2020
Pruning neural networks without any data by iteratively conserving synaptic flow Hidenori Tanaka D. Kunin Daniel L. K. Yamins Surya Ganguli 188 650 0 09 Jun 2020
UNet 3+: A Full-Scale Connected UNet for Medical Image Segmentation Huimin Huang Lanfen Lin Ruofeng Tong Hongjie Hu Qiaowei Zhang Yutaro Iwamoto Xianhua Han Yenwei Chen Jian Wu SSeg 67 1,807 0 19 Apr 2020
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation Qihang Yu Dong Yang H. Roth Yutong Bai Yixiao Zhang Alan Yuille Daguang Xu 86 109 0 20 Dec 2019
Dynamic Convolution: Attention over Convolution Kernels Yinpeng Chen Xiyang Dai Mengchen Liu Dongdong Chen Lu Yuan Zicheng Liu 104 895 0 07 Dec 2019
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 556 42,639 0 03 Dec 2019
Rigging the Lottery: Making All Tickets Winners Utku Evci Trevor Gale Jacob Menick Pablo Samuel Castro Erich Elsen 199 607 0 25 Nov 2019
EfficientDet: Scalable and Efficient Object Detection Mingxing Tan Ruoming Pang Quoc V. Le 120 5,076 0 20 Nov 2019
ResUNet++: An Advanced Architecture for Medical Image Segmentation Debesh Jha P. Smedsrud Michael A. Riegler Dag Johansen Thomas de Lange Pål Halvorsen H. Johansen SSeg 86 919 0 16 Nov 2019
Prior-aware Neural Network for Partially-Supervised Multi-Organ Segmentation Yuyin Zhou Zhe Li S. Bai Chong Wang Xinlei Chen Mei Han Elliot K. Fishman Alan Yuille 52 176 0 12 Apr 2019
A large annotated medical image dataset for the development and evaluation of segmentation algorithms Amber L. Simpson Michela Antonelli Spyridon Bakas Michel Bilello Keyvan Farahani ... M. McHugo S. Napel Eugene Vorontsov Lena Maier-Hein M. Jorge Cardoso 117 862 0 25 Feb 2019
Parameter Efficient Training of Deep Convolutional Neural Networks by Dynamic Sparse Reparameterization Hesham Mostafa Xin Wang 91 314 0 15 Feb 2019
MultiResUNet : Rethinking the U-Net Architecture for Multimodal Biomedical Image Segmentation Nabil Ibtehaz Mohammad Sohel Rahman SSeg 64 1,642 0 11 Feb 2019
Sparse evolutionary Deep Learning with over one million artificial neurons on commodity hardware Shiwei Liu Decebal Constantin Mocanu A. R. Ramapuram Matavalam Yulong Pei Mykola Pechenizkiy BDL 68 93 0 26 Jan 2019
TSM: Temporal Shift Module for Efficient Video Understanding Ji Lin Chuang Gan Song Han 98 1,694 0 20 Nov 2018
SNIP: Single-shot Network Pruning based on Connection Sensitivity Namhoon Lee Thalaiyasingam Ajanthan Philip Torr VLM 269 1,211 0 04 Oct 2018
UNet++: A Nested U-Net Architecture for Medical Image Segmentation Zongwei Zhou M. R. Siddiquee Nima Tajbakhsh Jianming Liang SSeg 105 6,166 0 18 Jul 2018
Attention U-Net: Learning Where to Look for the Pancreas Ozan Oktay Jo Schlemper Loic Le Folgoc M. J. Lee M. Heinrich ... Jingyu Sun Nils Y. Hammerla Bernhard Kainz Ben Glocker Daniel Rueckert SSeg 161 5,068 0 11 Apr 2018
Scalable Training of Artificial Neural Networks with Adaptive Sparse Connectivity inspired by Network Science Decebal Constantin Mocanu Elena Mocanu Peter Stone Phuong H. Nguyen M. Gibescu A. Liotta 182 637 0 15 Jul 2017
Rethinking Atrous Convolution for Semantic Image Segmentation Liang-Chieh Chen George Papandreou Florian Schroff Hartwig Adam SSeg 234 8,494 0 17 Jun 2017
Instance Normalization: The Missing Ingredient for Fast Stylization Dmitry Ulyanov Andrea Vedaldi Victor Lempitsky OOD 180 3,714 0 27 Jul 2016