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TSCL-LwF: A Cross-Subject Emotion Recognition Model via Multi-Scale CNN and Incremental Learning Strategy.

• Authors : Wan C; School of Electronic Engineering and Automation, Postdoctoral Mobile Station for Instrument Science and Technology, Guilin University of Electronic Technology, Guilin 541004, China.; Tang X

• Source: Brain sciences [Brain Sci] 2026 Jan 09; Vol. 16 (1). Date of Electronic Publication: 2026 Jan 09.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101598646 Publication Model: Electronic Cited Medium: Print ISSN: 2076-3425 (Print)

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Fusion of classical and deep learning features with incremental learning for improved classification of lung and colon cancer.

• Authors : Anusha M; Department of ECE, Jawaharlal Nehru Technological University Anantapur, Anantapuramu, India. .; Reddy DS

Subjects: Colonic Neoplasms*/Colonic Neoplasms*/Colonic Neoplasms*/classification ; Colonic Neoplasms*/Colonic Neoplasms*/Colonic Neoplasms*/pathology ; Lung Neoplasms*/Lung Neoplasms*/Lung Neoplasms*/classification

• Source: Scientific reports [Sci Rep] 2025 Nov 19; Vol. 15 (1), pp. 40894. Date of Electronic Publication: 2025 Nov 19.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Dynamic Monitoring Method of Polymer Injection Molding Product Quality Based on Operating Condition Drift Detection and Incremental Learning.

• Authors : Shen G; Xi'an Modern Chemistry Research Institute, Xi'an 710065, China.; State Key Laboratory of Materials Processing and Die & Mould Technology, School of Materials Science and Engineering, Huazhong University of Science and Technology, Wuhan 430074, China.

• Source: Polymers [Polymers (Basel)] 2025 Nov 14; Vol. 17 (22). Date of Electronic Publication: 2025 Nov 14.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101545357 Publication Model: Electronic Cited Medium: Internet ISSN: 2073-4360

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Parameter-Free Statistical Generator-Based Class Incremental Learning for Multi-User Physical Layer Authentication in the Industrial Internet of Things.

• Authors : Zhao W; College of Computer Science, Sichuan University, Chengdu 610065, China.; Guo Y

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2025 Sep 24; Vol. 25 (19). Date of Electronic Publication: 2025 Sep 24.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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A New Incremental Learning Method Based on Rainbow Memory for Fault Diagnosis of AUV.

• Authors : Li Y; College of Power Engineering, Naval University of Engineering, No.177 Jiefang Road, Wuhan 430033, China.; Ye Y

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2025 Jul 22; Vol. 25 (15). Date of Electronic Publication: 2025 Jul 22.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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Zero-shot incremental learning using spatial-frequency feature representations.

• Authors : Ren J; Xi'an Polytechnic University, Xi'an, Shaanxi, China.; Zhao Y

• Source: Scientific reports [Sci Rep] 2025 Mar 29; Vol. 15 (1), pp. 10932. Date of Electronic Publication: 2025 Mar 29.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Overcoming Data Scarcity in Roadside Thermal Imagery: A New Dataset and Weakly Supervised Incremental Learning Framework.

• Authors : Pettirsch A; Institute for Highway Engineering, RWTH Aachen University, 52062 Aachen, Germany.; Garcia-Hernandez A

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2025 Apr 07; Vol. 25 (7). Date of Electronic Publication: 2025 Apr 07.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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Incremental learning algorithm for dynamic evolution of domain specific vocabulary with its stability and plasticity analysis.

• Authors : Jain M; Department of Computer Science, Shyama Prasad Mukherji College for Women, University of Delhi, Delhi, India.; Kaur H

• Source: Scientific reports [Sci Rep] 2025 Jan 02; Vol. 15 (1), pp. 272. Date of Electronic Publication: 2025 Jan 02.Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101563288 Publication Model: Electronic Cited Medium: Internet ISSN:

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Replay-Based Incremental Learning Framework for Gesture Recognition Overcoming the Time-Varying Characteristics of sEMG Signals.

• Authors : Zhang X; School of Mechanical Engineering, Nantong University, Nantong 226019, China.; Li T

Subjects: Electromyography*/Electromyography*/Electromyography*/methods ; Gestures* ; Algorithms*

• Source: Sensors (Basel, Switzerland) [Sensors (Basel)] 2024 Nov 10; Vol. 24 (22). Date of Electronic Publication: 2024 Nov 10.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101204366 Publication Model: Electronic Cited Medium: Internet ISSN: 1424-8220

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Generative Diffusion-Based Task Incremental Learning Method for Decoding Motor Imagery EEG.

• Authors : Yang Y; School of Information Science and Technology, Beijing University of Technology, Beijing 100124, China.; Li M

• Source: Brain sciences [Brain Sci] 2025 Jan 21; Vol. 15 (2). Date of Electronic Publication: 2025 Jan 21.Publisher: MDPI Country of Publication: Switzerland NLM ID: 101598646 Publication Model: Electronic Cited Medium: Print ISSN: 2076-3425 (Print)

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