Resource-Efficient Deep Learning: A Survey on Model-, Arithmetic-, and Implementation-Level Techniques

no code implementations • 30 Dec 2021 • JunKyu Lee, Lev Mukhanov, Amir Sabbagh Molahosseini, Umar Minhas, Yang Hua, Jesus Martinez del Rincon, Kiril Dichev, Cheol-Ho Hong, Hans Vandierendonck

Deep learning is pervasive in our daily life, including self-driving cars, virtual assistants, social network services, healthcare services, face recognition, etc.

Face Recognition Self-Driving Cars

Data Augmentation for Opcode Sequence Based Malware Detection

no code implementations • 22 Jun 2021 • Niall McLaughlin, Jesus Martinez del Rincon

In this paper we study data augmentation for opcode sequence based Android malware detection.

Android Malware Detection Data Augmentation +3

Recurrent Convolutional Network for Video-Based Person Re-Identification

no code implementations • CVPR 2016 • Niall McLaughlin, Jesus Martinez del Rincon, Paul Miller

Given the video sequence of a person, features are extracted from each frame using a convolutional neural network that incorporates a recurrent final layer, which allows information to flow between time-steps.

Optical Flow Estimation Video-Based Person Re-Identification