Search Results for author: Qirong Mao

Found 8 papers, 2 papers with code

An Empirical Study of Super-resolution on Low-resolution Micro-expression Recognition

no code implementations16 Oct 2023 Ling Zhou, Mingpei Wang, Xiaohua Huang, Wenming Zheng, Qirong Mao, Guoying Zhao

Micro-expression recognition (MER) in low-resolution (LR) scenarios presents an important and complex challenge, particularly for practical applications such as group MER in crowded environments.

Benchmarking Micro Expression Recognition +2

Towards A Robust Group-level Emotion Recognition via Uncertainty-Aware Learning

no code implementations6 Oct 2023 Qing Zhu, Qirong Mao, Jialin Zhang, Xiaohua Huang, Wenming Zheng

Group-level emotion recognition (GER) is an inseparable part of human behavior analysis, aiming to recognize an overall emotion in a multi-person scene.

Emotion Recognition Image Enhancement

Label Structure Preserving Contrastive Embedding for Multi-Label Learning with Missing Labels

1 code implementation3 Sep 2022 Zhongchen Ma, Lisha Li, Qirong Mao, Songcan Chen

However, these CL methods fail to be directly adapted to multi-label image classification due to the difficulty in defining the positive and negative instances to contrast a given anchor image in multi-label scenario, let the label missing one alone, implying that borrowing a commonly-used way from contrastive multi-class learning to define them will incur a lot of false negative instances unfavorable for learning.

Contrastive Learning Missing Labels +3

Region attention and graph embedding network for occlusion objective class-based micro-expression recognition

no code implementations13 Jul 2021 Qirong Mao, Ling Zhou, Wenming Zheng, Xiuyan Shao, Xiaohua Huang

More specifically, the backbone network aims at extracting feature representations from different facial regions, RI module computing an adaptive weight from the region itself based on attention mechanism with respect to the unobstructedness and importance for suppressing the influence of occlusion, and RR module exploiting the progressive interactions among these regions by performing graph convolutions.

Graph Embedding Micro Expression Recognition +1

Objective Class-based Micro-Expression Recognition through Simultaneous Action Unit Detection and Feature Aggregation

no code implementations24 Dec 2020 Ling Zhou, Qirong Mao, Ming Dong

Specifically, we propose two new strategies in our AU detection module for more effective AU feature learning: the attention mechanism and the balanced detection loss function.

Action Unit Detection Micro Expression Recognition +1

Dual-Path Transformer Network: Direct Context-Aware Modeling for End-to-End Monaural Speech Separation

5 code implementations Interspeech 2020 Jingjing Chen, Qirong Mao, Dong Liu

By introduces a improved transformer, elements in speech sequences can interact directly, which enables DPTNet can model for the speech sequences with direct context-awareness.

Speech Separation Audio and Speech Processing Sound

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