Results 111 to 120 of about 881,675 (221)

A review of methods for imbalanced multi-label classification

Pattern Recognition, 2021
A. Tarekegn, M. Giacobini, Krzysztof Michalak   +2 more
semanticscholar   +1 more source

SpeechMLC: Speech Multi-label Classification

Interspeech 2025
Accepted to INTERSPEECH ...
Kim, Miseul, Um, Seyun, Cha, Hyeonjin, Kang, Hong-goo   +3 more
openaire   +2 more sources

A novel transformer-based semantic feature extraction method for multi-label text classification

Scientific Reports
Multi-label text classification is a critical task in natural language processing, in which each document may belong to multiple categories. This setting is challenging, as it involves complex label dependencies and requires extracting fine-grained ...
Liqun Xiao, JiaShu Zhang
doaj   +1 more source

Federated Contrastive Graph Attention Neural Network With Correlation Embedding for Noisy Multi-Label Classification

IEEE Access
Multi-label image classification in privacy-sensitive domains faces several challenges, particularly in multi-label electricity scene classification tasks where equipment wear and similar factors introduce label noise.
Lei Zhong, Xuejiao Jiang, Kaihong Zheng, Jialong Xu, Zheng Fu, Lei Gao, Sheng Li   +6 more
doaj   +1 more source

Rectifying Classifier Chains for Multi-Label Classification

, 2013
Classifier chains have recently been proposed as an appealing method for tackling the multi-label classification task. In addition to several empirical studies showing its state-of-the-art performance, especially when being used in its ensemble variant, there are also some first results on theoretical properties of classifier chains.
Senge, Robin, Coz Velasco, Juan José del, Hüllermeier, Eyke   +2 more
openaire   +3 more sources

Prompt-Based Label-Aware Framework for Few-Shot Multi-Label Text Classification

IEEE Access
Prompt-based learning has demonstrated remarkable success in few-shot text classification, outperforming the traditional fine-tuning approach. This method transforms a text input into a masked language modeling prompt using a template, queries a fine ...
Thanakorn Thaminkaew, Piyawat Lertvittayakumjorn, Peerapon Vateekul   +2 more
doaj   +1 more source

Multi-label classification of retinal disease via a novel vision transformer model. [PDF]

Front Neurosci, 2023
Wang D, Lian J, Jiao W.
europepmc   +1 more source

Discriminative-Region Multi-Label Classification of Ultra-Widefield Fundus Images. [PDF]

Bioengineering (Basel), 2023
Pham VN, Le DT, Bum J, Kim SH, Song SJ, Choo H.   +5 more
europepmc   +1 more source

C-ViT: An Improved ViT Model for Multi-Label Classification of Bamboo Chopstick Defects. [PDF]

Sensors (Basel)
Wang W, Peng W, Zeng L, Shen Y, Zhu C, Kuang Y.   +5 more
europepmc   +1 more source

Multi-label classification and features investigation of antimicrobial peptides with various functional classes. [PDF]

iScience, 2023
Chung CR, Liou JT, Wu LC, Horng JT, Lee TY.   +4 more
europepmc   +1 more source