Search Results for author: Zhaoqiang Xia

Found 9 papers, 1 papers with code

Hardening RGB-D Object Recognition Systems against Adversarial Patch Attacks

no code implementations13 Sep 2023 Yang Zheng, Luca Demetrio, Antonio Emanuele Cinà, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Battista Biggio, Fabio Roli

We empirically show that this defense improves the performances of RGB-D systems against adversarial examples even when they are computed ad-hoc to circumvent this detection mechanism, and that is also more effective than adversarial training.

Object Recognition

Revisiting Pixel-Wise Supervision for Face Anti-Spoofing

1 code implementation24 Nov 2020 Zitong Yu, Xiaobai Li, Jingang Shi, Zhaoqiang Xia, Guoying Zhao

Face anti-spoofing (FAS) plays a vital role in securing face recognition systems from the presentation attacks (PAs).

Face Anti-Spoofing Face Recognition

Mix Dimension in Poincaré Geometry for 3D Skeleton-based Action Recognition

no code implementations30 Jul 2020 Wei Peng, Jingang Shi, Zhaoqiang Xia, Guoying Zhao

In human action recognition, current works introduce a dynamic graph generation mechanism to better capture the underlying semantic skeleton connections and thus improves the performance.

Action Recognition Anatomy +3

Revealing the Invisible with Model and Data Shrinking for Composite-database Micro-expression Recognition

no code implementations17 Jun 2020 Zhaoqiang Xia, Wei Peng, Huai-Qian Khor, Xiaoyi Feng, Guoying Zhao

In this paper, we analyze the influence of learning complexity, including the input complexity and model complexity, and discover that the lower-resolution input data and shallower-architecture model are helpful to ease the degradation of deep models in composite-database task.

Micro Expression Recognition Micro-Expression Recognition +1

3D Face Mask Presentation Attack Detection Based on Intrinsic Image Analysis

no code implementations27 Mar 2019 Lei Li, Zhaoqiang Xia, Xiaoyue Jiang, Yupeng Ma, Fabio Roli, Xiaoyi Feng

So, we propose a novel detection method for 3D face mask presentation attack by modeling reflectance differences based on intrinsic image analysis.

Face Recognition Intrinsic Image Decomposition

Spatiotemporal Recurrent Convolutional Networks for Recognizing Spontaneous Micro-expressions

no code implementations15 Jan 2019 Zhaoqiang Xia, Xiaopeng Hong, Xingyu Gao, Xiaoyi Feng, Guoying Zhao

To exploit the merits of deep learning, we propose a novel deep recurrent convolutional networks based micro-expression recognition approach, capturing the spatial-temporal deformations of micro-expression sequence.

Data Augmentation Micro Expression Recognition +1

Face Presentation Attack Detection in Learned Color-liked Space

no code implementations31 Oct 2018 Lei Li, Zhaoqiang Xia, Xiaoyue Jiang, Fabio Roli, Xiaoyi Feng

Face presentation attack detection (PAD) has become a thorny problem for biometric systems and numerous countermeasures have been proposed to address it.

Face Presentation Attack Detection Generative Adversarial Network

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