Mohamed Azzam

Semi-Supervised Pedestrian Instance Synthesis and Detection With Mutual Reinforcement

We propose a GAN-based scene-specific instance synthesis and classification model for semi-supervised pedestrian detection. Instead of collecting unreliable detections from unlabeled data, we adopt a class-conditional GAN for synthesizing pedestrian instances to alleviate the problem of insufficient…