Search Results for author: Pin-Chun Chen

Found 3 papers, 1 papers with code

A Tale of Two Models: Constructing Evasive Attacks on Edge Models

1 code implementation22 Apr 2022 Wei Hao, Aahil Awatramani, Jiayang Hu, Chengzhi Mao, Pin-Chun Chen, Eyal Cidon, Asaf Cidon, Junfeng Yang

In this paper, we introduce a new evasive attack, DIVA, that exploits these differences in edge adaptation, by adding adversarial noise to input data that maximizes the output difference between the original and adapted model.

Quantization Vocal Bursts Valence Prediction

Class-Aware Robust Adversarial Training for Object Detection

no code implementations CVPR 2021 Pin-Chun Chen, Bo-Han Kung, Jun-Cheng Chen

Meanwhile, instead of normalizing the total loss with the number of objects, the proposed approach decomposes the total loss into class-wise losses and normalizes each class loss using the number of objects for the class.

Adversarial Robustness Object +2

Mitigating Asymmetric Nonlinear Weight Update Effects in Hardware Neural Network based on Analog Resistive Synapse

no code implementations16 Dec 2017 Chih-Cheng Chang, Pin-Chun Chen, Teyuh Chou, I-Ting Wang, Boris Hudec, Che-Chia Chang, Chia-Ming Tsai, Tian-Sheuan Chang, Tuo-Hung Hou

Asymmetric nonlinear weight update is considered as one of the major obstacles for realizing hardware neural networks based on analog resistive synapses because it significantly compromises the online training capability.

General Classification

Cannot find the paper you are looking for? You can Submit a new open access paper.