Search Results - Asymmetric encoder–decoder architecture

Ghost-UNet: An Asymmetric Encoder-Decoder Architecture for Semantic Segmentation From Scratch

Authors: Iman Abaspur Kazerouni Gerard Dooly Daniel Toal et al.

Contributors: Iman Abaspur Kazerouni Gerard Dooly Daniel Toal et al.

Source: IEEE Access, Vol 9, Pp 97457-97465 (2021)
IEEE Access

Subject Terms: mobile robots, 11. Sustainability, Mobile robots, 0202 electrical engineering, electronic engineering, information engineering, deep learning, Electrical engineering. Electronics. Nuclear engineering, scene understanding, 02 engineering and technology, semantic segmentation, TK1-9971

File Description: application/pdf

Access URL: https://ieeexplore.ieee.org/ielx7/6287639/6514899/09475058.pdf
https://doaj.org/article/3d06dd476b5e4558afe77b5302df6d18

Ghost-UNet: an asymmetric encoder-decoder architecture for semantic segmentation From scratch

Subject Terms: mobile robots, deep learning, scene understanding, semantic segmentation

Access URL: https://figshare.com/articles/Ghost-UNet_an_asymmetric_encoder-decoder_architecture_for_semantic_segmentation_From_scratch/19813132/1
https://hdl.handle.net/10344/10597

Asymmetric decoder design for efficient convolutional encoder-decoder architectures in medical image reconstruction

Authors: Tahsin Rahman Ali Bilgin Sergio D. Cabrera

Source: Multimodal Biomedical Imaging XVII. :19

Subject Terms: 03 medical and health sciences, 0302 clinical medicine, 0202 electrical engineering, electronic engineering, information engineering, 02 engineering and technology

An asymmetric lightweight multi-task network based on KAN convolution.

Authors: Meng, Fanyun Sun, Yongqiang Zhu, Zhenyu et al.

Source: Soft Computing - A Fusion of Foundations, Methodologies & Applications. Nov2025, Vol. 29 Issue 21/22, p5845-5857. 13p.

Subject Terms: *COMPUTER vision, *IMAGE segmentation, *MACHINE learning, *DEPTH maps (Digital image processing), *MATHEMATICAL optimization

Enhanced encoder–decoder architecture for accurate monocular depth estimation.

Authors: Das, Dabbrata Das, Argho Deb Sadaf, Farhan

Source: Visual Computer; Sep2025, Vol. 41 Issue 12, p9487-9508, 22p

Subject Terms: DEPTH perception, DEEP learning, LOSS functions (Statistics), FEATURE extraction

Symmetric Versus Asymmetric Transformer Architectures for Spatio-Temporal Modeling in Effluent Wastewater Quality Prediction.

Authors: Hu, Tong Chen, Zikang Song, Jun et al.

Source: Symmetry (20738994); Aug2025, Vol. 17 Issue 8, p1322, 20p

Subject Terms: EFFLUENT quality, TRANSFORMER models, WATER quality management, REAL-time computing, GRAPH neural networks, SPATIOTEMPORAL processes, SEWAGE

Enhancing Multimodal Anomaly Detection via Asymmetric Dual-Branch Reverse Distillation.

Authors: Chen, Zihe Chen, Bin Yang, Jianfeng et al.

Source: Visual Computer; Nov2025, Vol. 41 Issue 14, p12037-12053, 17p

Subject Terms: POINT cloud, OUTLIER detection, KNOWLEDGE transfer, THREE-dimensional imaging

OpenBA: an open-sourced 15B bilingual asymmetric Seq2Seq model pre-trained from scratch.

Authors: Li, Juntao Tang, Zecheng Ding, Yuyang et al.

Source: SCIENCE CHINA Information Sciences; Sep2025, Vol. 68 Issue 9, p1-21, 21p

LARFNet: Lightweight asymmetric refining fusion network for real-time semantic segmentation.

Authors: Hu, Xuegang Gong, Juelin

Source: Computers & Graphics. Dec2022, Vol. 109, p55-64. 10p.

Subject Terms: *PROBLEM solving, *MULTICASTING (Computer networks), *PYRAMIDS, *PIXELS

VSS-SpatioNet: a multi-scale feature fusion network for multimodal image integrations

Authors: Zeyu Xiang

Source: Scientific Reports, Vol 15, Iss 1, Pp 1-20 (2025)

Subject Terms: Infrared and visible image fusion, Visual state space (VSS) module, Lightweight asymmetric encoder-decoder, Multi-scale feature integration, Medical imaging applications, Medicine, Science

File Description: electronic resource

Relation: https://doaj.org/toc/2045-2322

Access URL: https://doaj.org/article/446b116c527e410690183ebd3803022c

An Encoder-decoder Deep Learning Model Combining Mixed Attention Mechanism and Asymmetric Convolution for Automation of Retinal Vessels Segmentation

Authors: Fei Zhang Lin Yin Yi Chen et al.

Subject Terms: 03 medical and health sciences, 0302 clinical medicine

Access URL: https://www.techrxiv.org/articles/preprint/An_Encoder-decoder_Deep_Learning_Model_Combining_Mixed_Attention_Mechanism_and_Asymmetric_Convolution_for_Automation_of_Retinal_Vessels_Segmentation/16522011/1/files/30554640.pdf
https://www.techrxiv.org/articles/preprint/An_Encoder-decoder_Deep_Learning_Model_Combining_Mixed_Attention_Mechanism_and_Asymmetric_Convolution_for_Automation_of_Retinal_Vessels_Segmentation/16522011

Road extraction from remote sensing images based on a multi-scale asymmetric dual attention mechanism.

Authors: Qu, Shenming Liu, Suchen Han, Fengyu et al.

Source: Remote Sensing Letters. Aug2024, Vol. 15 Issue 8, p751-761. 11p.

Subject Terms: *FEATURE extraction, *REMOTE sensing

CNN–Transformer Hybrid Architecture for Underwater Sonar Image Segmentation.

Authors: Lei, Juan Wang, Huigang Lei, Zelin et al.

Source: Remote Sensing; Feb2025, Vol. 17 Issue 4, p707, 32p

Subject Terms: OBJECT recognition (Computer vision), CONVOLUTIONAL neural networks, TRANSFORMER models, SONAR imaging, UNDERWATER construction

CONVOLUTIONAL NEURAL NETWORK SCALING METHODS IN SEMANTIC SEGMENTATION

Source: Radio Electronics, Computer Science, Control; No. 2 (2024): Radio Electronics, Computer Science, Control ; 52
Радиоэлектроника, информатика, управление; № 2 (2024): Радіоелектроніка, інформатика, управління; 52
Радіоелектроніка, iнформатика, управління; № 2 (2024): Радіоелектроніка, інформатика, управління; 52

Subject Terms: згорточна нейронна мережа, метод масштабування, асиметричне масштабування, семантична сегментація, кодер-декодер, зображення, convolutional neural network, scaling method, asymmetric scaling, semantic segmentation, encoder-decoder, image

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Access URL: http://ric.zntu.edu.ua/article/view/305809

LSRN-AED: lightweight super-resolution network based on asymmetric encoder–decoder.

Authors: Huang, Shuying Li, Wei Yang, Yong et al.

Source: Soft Computing - A Fusion of Foundations, Methodologies & Applications; Jul2024, Vol. 28 Issue 13/14, p8513-8525, 13p

Subject Terms: ARTIFICIAL neural networks, FEATURE extraction, TRANSFORMER models, HIGH resolution imaging

Spatial-Assistant Encoder-Decoder Network for Real Time Semantic Segmentation

Authors: Wang, Yalun Chen, Shidong Bian, Huicong et al.

Index Terms: Computer Science - Computer Vision and Pattern Recognition, text

URL: http://arxiv.org/abs/2309.10519

基于改进 VoteNet 的三维点云苗圃树冠检测方法. (Chinese)

Alternate Title: Detecting nursery canopy from 3D point cloud using an improved VoteNet model. (English)

Authors: 刘慧 开锦茹 沈跃 et al.

Source: Transactions of the Chinese Society of Agricultural Engineering; Nov2025, Vol. 41 Issue 21, p127-135, 9p

Subject Terms: POINT cloud, OBJECT recognition (Computer vision), PLANT canopies, AUTONOMOUS robots, FEATURE extraction, AGRICULTURAL robots

CONVOLUTIONAL NEURAL NETWORK SCALING METHODS IN SEMANTIC SEGMENTATION ; МЕТОДИ МАСШТАБУВАННЯ ЗГОРТКОВИХ НЕЙРОННИХ МЕРЕЖ ДЛЯ СЕМАНТИЧНОЇ СЕГМЕНТАЦІЇ

Authors: Гмиря, І. О. Кравець, Н. С.

Source: Radio Electronics, Computer Science, Control; No. 2 (2024): Radio Electronics, Computer Science, Control ; 52 ; Радиоэлектроника, информатика, управление; № 2 (2024): Радіоелектроніка, інформатика, управління; 52 ; Радіоелектроніка, iнформатика, управління; № 2 (2024): Радіоелектроніка, інформатика, управління; 52 ; 2313-688X ; 1607-3274

Subject Terms: convolutional neural network, scaling method, asymmetric scaling, semantic segmentation, encoder-decoder, image, згорточна нейронна мережа, метод масштабування, асиметричне масштабування, семантична сегментація, кодер-декодер, зображення

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Relation: http://ric.zntu.edu.ua/article/view/305809/297813; http://ric.zntu.edu.ua/article/view/305809

Availability: http://ric.zntu.edu.ua/article/view/305809

ETAFHrNet: A Transformer-Based Multi-Scale Network for Asymmetric Pavement Crack Segmentation.

Authors: Tan, Chao Liu, Jiaqi Zhao, Zhedong et al.

Source: Applied Sciences (2076-3417); Jun2025, Vol. 15 Issue 11, p6183, 25p

Subject Terms: IMAGE recognition (Computer vision), OBJECT recognition (Computer vision), INFRASTRUCTURE (Economics), CRACKING of pavements, DEEP learning

J-Net: Asymmetric Encoder-Decoder for Medical Semantic Segmentation.

Authors: Shi, Yanli Sheng, Pengpeng

Source: Security & Communication Networks; 8/31/2021, p1-8, 8p

Subject Terms: IMAGE reconstruction, DEEP learning, FEATURE extraction, MEDICAL masks, DIAGNOSTIC imaging, VIDEO coding