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

Chunting Wan, Xing Tang, Cong Hu, Juan Yang, Shaorong Zhang, Dongyi Chen

Abstract read

In one paragraph

Article in Brain sciences, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it

0cells of the map it votes in

0citing papers in PubMed

–field-weighted citation impact

1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Chunting WanSchool of Electronic Engineering and Automation, Postdoctoral Mobile Station for Instrument Science and Technology, Guilin University of Electronic Technology, Guilin 541004, China.ORCID 0000-0001-5568-767X

Xing TangSchool of Electronic Engineering and Automation, Postdoctoral Mobile Station for Instrument Science and Technology, Guilin University of Electronic Technology, Guilin 541004, China.ORCID 0009-0009-4314-0592

Cong HuSchool of Electronic Engineering and Automation, Postdoctoral Mobile Station for Instrument Science and Technology, Guilin University of Electronic Technology, Guilin 541004, China.ORCID 0000-0003-1846-2812

Juan YangSchool of Electronic Information and Automation, Guilin University of Aerospace Technology, Guilin 541004, China.ORCID 0000-0001-5337-7707

Shaorong ZhangSchool of Electronic Information and Automation, Guilin University of Aerospace Technology, Guilin 541004, China.ORCID 0000-0002-4652-1667

Dongyi ChenSchool of Automation Engineering, University of Electronic Science and Technology of China, Chengdu 611731, China.ORCID 0000-0001-8112-183X

Funding

Guangxi Natural Science Foundation 2025GXNSFAA069804Middle-aged and Young Teachers' Basic Ability Promotion Project of Guangxi No. 2024KY0228National Natural Science Foundation of China No. 62172081

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

cross-subject emotion recognitionEEGincremental learningLearning without Forgetting (LwF)multi-scale convolutionalsparse-channel

Identifiers

PMID41594805

DOI10.3390/brainsci16010084

PMCPMC12838903

What OpenQuestion holds

Textmetadata

LicenceCC BY

Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.