Handwritten mathematical expression recognition via attention aggregation based bi-directional mutual learning

X Bian, B Qin, X Xin, J Li, X Su, Y Wang - Proceedings of the AAAI …, 2022 - ojs.aaai.org
Mutual Learning module, we propose a novel decoder framework with two parallel decoder
branches in opposite decoding directions (L2R and R2L) and use mutualmutual learning, …

Harmonious Mutual Learning for Facial Emotion Recognition

Y Gan, L Xu, H Xia, G Liu - Neural Processing Letters, 2024 - Springer
… of expressions. This paper proposes a harmonious mutual learning framework for emotion
recognition, … focus on mutual learning in the field of facial expression recognition. Some metric …

JDMAN: Joint discriminative and mutual adaptation networks for cross-domain facial expression recognition

Y Li, Y Gao, B Chen, Z Zhang, L Zhu, G Lu - Proceedings of the 29th …, 2021 - dl.acm.org
… To this end, we propose Joint Discriminative and Mutual Adaptation Networks (… on mutual
information and discriminative metric learning techniques. Specifically, we design a mutual

Tree-based data augmentation and mutual learning for offline handwritten mathematical expression recognition

C Yang, J Du, J Zhang, C Wu, M Chen, JJ Wu - Pattern Recognition, 2022 - Elsevier
… We introduce a novel tree-based mutual learning method to deeply integrate the string
decoder and the tree decoder in both the training and inference stages, which fully complement …

Micro-expression Recognition Based on Deep Mutual Learning Network

Z Xie, S Cheng, J Fan, P Huang - 2022 34th Chinese Control …, 2022 - ieeexplore.ieee.org
… To leverage knowledge acquisition in deep learning models, this paper adopts the strategy
of deep mutual learning to guide the interactive training of micro-expression sequences …

Mutual information regularized identity-aware facial expression recognition in compressed video

X Liu, L Jin, X Han, J You - Pattern Recognition, 2021 - Elsevier
expression representations that invariant to the identity-specific attributes is a long-lasting
problem for facial expression recognition … off-the-shelf and valuable expression-related muscle …

Towards Identity-invariant Facial Expression Recognition: Disentangled Representation via Mutual Information Perspective

D Kim, S Kim, BC Song - IEEE Access, 2024 - ieeexplore.ieee.org
… an identity-invariant facial expression recognition framework. It aims to make a facial
expression recognition (FER) model independently understand facial expressions and identity (ID) …

Handwritten Mathematical Expression Recognition via GCAttention-Based Encoder and Bidirectional Mutual Learning Transformer

X Han, Q Liu, Z Han, Y Lin, N Xu - … Conference on Pattern Recognition and …, 2022 - Springer
… in the first column indicates whether multi-scale and bidirectional mutual learning is used, …
we found that mutual learning has a great impact on the model. Without mutual learning, multi-…

Cross-modal mutual learning for audio-visual speech recognition and manipulation

CC Yang, WC Fan, CF Yang, YCF Wang - Proceedings of the AAAI …, 2022 - ojs.aaai.org
… By advancing crossmodal mutual learning strategies, our model is able to convert visual or
audio-based linguistic features into modalityagnostic representations. Such derived linguistic …

Lightweight Facial Expression Recognition Network with Dynamic Deep Mutual Learning

M Zeng, Y Luo, G Liu - Proceedings of the 2023 3rd International …, 2023 - dl.acm.org
learning ability, inspired by Deep Mutual Learning (DML) [9], we design a dynamic deep
mutual learning … as follows: (1) A lightweight face expression recognition network is designed, a …