Search Results - encoder-decoder architecture variants

An Empirical Analysis of Encoder-Decoder (U-Net) Variants for Medical Image Segmentation

Authors: Kamiri, Jackson Wambugu, Geoffrey Mariga Oirere, Aaron Mogeni

Source: International Journal of Scientific Research in Computer Science and Engineering; Vol. 13 No. 1 (2025): IJSRCSE February Edition; 26-31 ; 2320-7639

Subject Terms: Medical Image Segmentation, U-Net variants, Brain MRI, Breast Ultrasound, ResU-Net, Encoder-Decoder, Image processing, Computer Vision

File Description: application/pdf

Relation: https://ijsrcse.isroset.org/index.php/j/article/view/610/610; https://ijsrcse.isroset.org/index.php/j/article/view/610

Availability: https://ijsrcse.isroset.org/index.php/j/article/view/610
https://doi.org/10.26438/ijsrcse.v13i1.610

CovSegNet: A Multi Encoder-Decoder Architecture for Improved Lesion Segmentation of COVID-19 Chest CT Scans.

Authors: Mahmud, Tanvir Rahman, Md Fattah, Shaikh et al.

Source: IEEE Transactions on Artificial Intelligence. 2(3)

Subject Terms: Artificial intelligence (AI), biomedical imaging, computer aided analysis, image segmentation, neural networks

File Description: application/pdf

Access URL: https://escholarship.org/uc/item/51g6b93g
https://escholarship.org/content/qt51g6b93g/qt51g6b93g.pdf

Modifying the U-Net's Encoder-Decoder Architecture for Segmentation of Tumors in Breast Ultrasound Images.

Authors: Derakhshandeh S Mahloojifar A

Source: Journal of imaging informatics in medicine [J Imaging Inform Med] 2025 May 15. Date of Electronic Publication: 2025 May 15.

Publication Type: Journal Article

Journal Info: Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE

Efficient segmentation and classification of the tumor using improved encoder-decoder architecture in brain MRI images

Authors: Ingle, Archana Roja, Mani Sankhe, Manoj et al.

Source: International journal of electrical and computer engineering systems; ISSN 1847-7003 (Online); ISSN 1847-6996 (Print); ISSN-L 1847-6996; Volume 13; Issue 8

Index Terms: UNet, ResNet, ResNext, Deep Learning, Transfer Learning, Convolutional Neural Network, Brain tumor Segmentation, CNN, text, info:eu-repo/semantics/article, info:eu-repo/semantics/publishedVersion

URL: https://doi.org/10.32985/ijeces.13.8.4
https://hrcak.srce.hr/285428
https://hrcak.srce.hr/file/413164
info:eu-repo/semantics/altIdentifier/doi/10.32985/ijeces.13.8.4

BiO-Net: Learning Recurrent Bi-directional Connections for Encoder-Decoder Architecture

Authors: Xiang, Tiange Zhang, Chaoyi Liu, Dongnan et al.

Index Terms: Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, Electrical Engineering and Systems Science - Image and Video Processing, text

URL: http://arxiv.org/abs/2007.00243

Encoder-Decoder Architectures for Clinically Relevant Coronary Artery Segmentation

Authors: Silva, João Lourenço Menezes, Miguel Nobre Rodrigues, Tiago et al.

Index Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, text

URL: http://arxiv.org/abs/2106.11447

CovSegNet: A Multi Encoder-Decoder Architecture for Improved Lesion Segmentation of COVID-19 Chest CT Scans

Authors: Mahmud, Tanvir Rahman, Md Awsafur Fattah, Shaikh Anowarul et al.

Index Terms: Electrical Engineering and Systems Science - Image and Video Processing, Computer Science - Computer Vision and Pattern Recognition, Computer Science - Machine Learning, text

URL: http://arxiv.org/abs/2012.01473

Towards Practical Neural Image Compression

Authors: Yang, Fei

Thesis Advisors: Herranz, Luis, Mozerov, Mikhail G., Cheng, Yongmei

Source: TDX (Tesis Doctorals en Xarxa)

Subject Terms: Compressió d'imatges neuronals, Compresión de imágenes neuronales, Neuronal image compression, Compressió de videos neuronals, Compresión de videos neuronales, Neural video compression, Aprenentatge profund, Aprendizaje profundo, Deep learning, Ciències Experimentals

File Description: application/pdf

Access URL: http://hdl.handle.net/10803/675178

FireRedASR: Open-Source Industrial-Grade Mandarin Speech Recognition Models from Encoder-Decoder to LLM Integration

Authors: Xu, Kai-Tuo Xie, Feng-Long Tang, Xu et al.

Index Terms: Electrical Engineering and Systems Science - Audio and Speech Processing, Computer Science - Sound, text

URL: http://arxiv.org/abs/2501.14350

PMED-Net: Pyramid Based Multi-Scale Encoder-Decoder Network for Medical Image Segmentation

Authors: Abbas Khan Hyongsuk Kim Leon Chua

Source: IEEE Access, Vol 9, Pp 55988-55998 (2021)

Subject Terms: Convolutional neural networks, encoder-decoder architecture, medical image processing, semantic segmentation, Electrical engineering. Electronics. Nuclear engineering, TK1-9971

File Description: electronic resource

Relation: https://ieeexplore.ieee.org/document/9399071/; https://doaj.org/toc/2169-3536

Access URL: https://doaj.org/article/9919cd03e7d0455f9bb6d367c08ee866

Adaptive Feature Medical Segmentation Network: an adaptable deep learning paradigm for high-performance 3D brain lesion segmentation in medical imaging

Authors: Asim Zaman Haseeb Hassan Xueqiang Zeng et al.

Source: Frontiers in Neuroscience, Vol 18 (2024)

Subject Terms: medical image analysis, brain lesion segmentation, adaptive feature extraction, attention mechanism, encoder-decoder architecture, computer-aided diagnosis, Neurosciences. Biological psychiatry. Neuropsychiatry, RC321-571

File Description: electronic resource

Relation: https://www.frontiersin.org/articles/10.3389/fnins.2024.1363930/full; https://doaj.org/toc/1662-453X

Access URL: https://doaj.org/article/25c8d1842e5644808d16dfc43ffba1af

Enhanced U-Net architectures for accurate room impulse response generation via differential-phase learning

Authors: Ignacio Martin-Salinas Gema Piñero Jose A. Belloch et al.

Source: EURASIP Journal on Audio, Speech, and Music Processing, Vol 2025, Iss 1, Pp 1-15 (2025)

Subject Terms: RIR, Deep learning, Signal processing, Gen AI, Acoustics. Sound, QC221-246, Electronic computers. Computer science, QA75.5-76.95

File Description: electronic resource

Relation: https://doaj.org/toc/1687-4722

Access URL: https://doaj.org/article/f4f33450ed6d4e03b7ab18b1bf3f0097

Efficient compression of encoder-decoder models for semantic segmentation using the separation index.

Authors: Jamshidi M Kalhor A Vahabie AH

Source: Scientific reports [Sci Rep] 2025 Jul 09; Vol. 15 (1), pp. 24639. Date of Electronic Publication: 2025 Jul 09.

Publication Type: Journal Article

Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN: 2045-2322 (Electronic) Linking ISSN: 20452322 NLM ISO Abbreviation: Sci Rep Subsets: PubMed not MEDLINE; MEDLINE

Lung Disease Classification with Deep Learning Enhanced CNN Architecture in Chest X-Ray Imaging.

Authors: Slimani FAA Bentourkia M

Source: Journal of imaging informatics in medicine [J Imaging Inform Med] 2025 Dec 01. Date of Electronic Publication: 2025 Dec 01.

Publication Type: Journal Article

Journal Info: Publisher: Springer Nature Country of Publication: Switzerland NLM ID: 9918663679206676 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 2948-2933 (Electronic) Linking ISSN: 29482925 NLM ISO Abbreviation: J Imaging Inform Med Subsets: MEDLINE

Metamodeling elastic wave propagation using a mixed factorized Fourier encoder–decoder for online laser-ultrasound testing in additive manufacturing

Authors: Allaire, Frédéric Gatti, Filippo Miorelli, Roberto et al.

Contributors: Allaire, Frédéric Gatti, Filippo Miorelli, Roberto et al.

Source: ISSN: 0952-1976 ; Engineering Applications of Artificial Intelligence ; https://hal.science/hal-05011076 ; Engineering Applications of Artificial Intelligence, 2025, 160, pp.111893. ⟨10.1016/j.engappai.2025.111893⟩.

Subject Terms: neural network, anisotropy, elastic waves, guided waves, simulation, modeling, non-destructive testing, Laser-ultrasound, Surface acoustic waves, Laser, Polycrystalline media, Additive manufacturing, Deep learning, Surrogate modeling, [PHYS.MECA.ACOU]Physics [physics]/Mechanics [physics]/Acoustics [physics.class-ph], [INFO.INFO-AI]Computer Science [cs]/Artificial Intelligence [cs.AI], [INFO.INFO-LG]Computer Science [cs]/Machine Learning [cs.LG], [INFO.INFO-MO]Computer Science [cs]/Modeling and Simulation, [PHYS.PHYS.PHYS-OPTICS]Physics [physics]/Physics [physics]/Optics [physics.optics]

Availability: https://hal.science/hal-05011076
https://hal.science/hal-05011076v1/document
https://hal.science/hal-05011076v1/file/article_mffed_columbo.pdf
https://doi.org/10.1016/j.engappai.2025.111893

Redesigning the Transformer Architecture with Insights from Multi-particle Dynamical Systems

Authors: Dutta, Subhabrata Gautam, Tanya Chakrabarti, Soumen et al.

Index Terms: Computer Science - Machine Learning, text

URL: http://arxiv.org/abs/2109.15142

Data-Driven Damage Quantification of Floating Offshore Wind Turbine Platforms Based on Multi-Scale Encoder–Decoder with Self-Attention Mechanism

Authors: Musa Bashir Zifei Xu Jin Wang et al.

Source: Journal of Marine Science and Engineering, Vol 10, Iss 12, p 1830 (2022)

Subject Terms: data-driven technique, damage quantification, floating offshore wind turbine, FOWT predictive maintenance, Convolutional Neural Network, multi-scale information fusion, Naval architecture. Shipbuilding. Marine engineering, VM1-989, Oceanography, GC1-1581

File Description: electronic resource

Relation: https://www.mdpi.com/2077-1312/10/12/1830; https://doaj.org/toc/2077-1312

Access URL: https://doaj.org/article/3619e72a26494294980bfafd526e0e84

SODAWideNet -- Salient Object Detection with an Attention augmented Wide Encoder Decoder network without ImageNet pre-training

Authors: Dulam, Rohit Venkata Sai Kambhamettu, Chandra

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

URL: http://arxiv.org/abs/2311.04828

Enhancing signal-to-noise ratio in real-time LED-based photoacoustic imaging: A comparative study of CNN-based deep learning architectures

Authors: Avijit Paul Srivalleesha Mallidi

Source: Photoacoustics, Vol 41, Iss , Pp 100674- (2025)

Subject Terms: LED based photoacoustic imaging, Deep-learning, Convolutional neural networks, U-Net architectures, Signal-to-noise ratio, Physics, QC1-999, Acoustics. Sound, QC221-246, Optics. Light, QC350-467

File Description: electronic resource

Relation: http://www.sciencedirect.com/science/article/pii/S2213597924000910; https://doaj.org/toc/2213-5979

Access URL: https://doaj.org/article/eb416691eb1141f9ba8f268f48f9d3e1

Employing Sequence-to-Sequence Stacked LSTM Autoencoder Architecture to Forecast Indian Weather.

Authors: Maharatha, Arpita Das, Ratnakar Mishra, Jibitesh et al.

Source: Procedia Computer Science. 2024, Vol. 235, p2258-2268. 11p.

Subject Terms: Atmospheric temperature, Meteorological research, Prediction models, Weather forecasting

Geographic Terms: Odisha (India)