1M parameters are enough? A lightweight CNN-based model for medical
image segmentation

1M parameters are enough? A lightweight CNN-based model for medical image segmentation

28 June 2023

Binh-Duong Dinh

Thanh-Thu Nguyen

Van-Truong Pham

Papers citing "1M parameters are enough? A lightweight CNN-based model for medical image segmentation"

10 / 10 papers shown

Title
MambaU-Lite: A Lightweight Model based on Mamba and Integrated Channel-Spatial Attention for Skin Lesion Segmentation Thi-Nhu-Quynh Nguyen Quang-Huy Ho Duy-Thai Nguyen Hoang-Minh-Quang Le Van-Truong Pham Thi-Thao Tran Mamba 66 1 0 02 Dec 2024
DreamMapping: High-Fidelity Text-to-3D Generation via Variational Distribution Mapping Zeyu Cai D. B. Wang Yixun Liang Zhijing Shao Ying-Cong Chen Xiaohang Zhan Z. Wang DiffM 3DGS 26 1 0 08 Sep 2024
The First Competition on Resource-Limited Infrared Small Target Detection Challenge: Methods and Results Boyang Li Xinyi Ying Ruojing Li Yongxian Liu Yangsi Shi Miao Li 29 1 0 18 Aug 2024
LU2Net: A Lightweight Network for Real-time Underwater Image Enhancement Haodong Yang Jisheng Xu Zhiliang Lin Jianping He 38 0 0 21 Jun 2024
LiteNeXt: A Novel Lightweight ConvMixer-based Model with Self-embedding Representation Parallel for Medical Image Segmentation Ngoc-Du Tran Thi-Thao Tran Quang-Huy Nguyen Manh-Hung Vu Van-Truong Pham MedIm ViT 33 1 0 04 Apr 2024
Patches Are All You Need? Asher Trockman J. Zico Kolter ViT 214 400 0 24 Jan 2022
MLP-Mixer: An all-MLP Architecture for Vision Ilya O. Tolstikhin N. Houlsby Alexander Kolesnikov Lucas Beyer Xiaohua Zhai ... Andreas Steiner Daniel Keysers Jakob Uszkoreit Mario Lucic Alexey Dosovitskiy 239 2,600 0 04 May 2021
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without Convolutions Wenhai Wang Enze Xie Xiang Li Deng-Ping Fan Kaitao Song Ding Liang Tong Lu Ping Luo Ling Shao ViT 263 3,604 0 24 Feb 2021
MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications Andrew G. Howard Menglong Zhu Bo Chen Dmitry Kalenichenko Weijun Wang Tobias Weyand M. Andreetto Hartwig Adam 3DH 948 20,549 0 17 Apr 2017
Xception: Deep Learning with Depthwise Separable Convolutions François Chollet MDE BDL PINN 201 14,304 0 07 Oct 2016