Learn From All: Erasing Attention Consistency for Noisy Label Facial Expression Recognition

1 code implementation • 21 Jul 2022 • Yuhang Zhang, Chengrui Wang, Xu Ling, Weihong Deng

We find that FER models remember noisy samples by focusing on a part of the features that can be considered related to the noisy labels instead of learning from the whole features that lead to the latent truth.

Facial Expression Recognition Facial Expression Recognition (FER) +1

Dive into the Resolution Augmentations and Metrics in Low Resolution Face Recognition: A Plain yet Effective New Baseline

1 code implementation • 11 Feb 2023 • Xu Ling, Yichen Lu, Wenqi Xu, Weihong Deng, Yingjie Zhang, Xingchen Cui, Hongzhi Shi, Dongchao Wen

Although deep learning has significantly improved Face Recognition (FR), dramatic performance deterioration may occur when processing Low Resolution (LR) faces.

Face Recognition General Knowledge

CornerFormer: Boosting Corner Representation for Fine-Grained Structured Reconstruction

no code implementations • 14 Apr 2023 • Hongbo Tian, Yulong Li, Linzhi Huang, Xu Ling, Yue Yang, Jiani Hu

Current transformer-based approaches tackle this challenging problem in a two-stage manner, which detect corners in the first model and classify the proposed edges (corner-pairs) in the second model.