Enrico CallerisReview: VPGNet — A Multi-Task Network for Autonomous DrivingInsights into VPGNet: a multi-task Deep Learning architecture for object detection, multi-label classification, and vanishing point…Mar 23, 2022Mar 23, 2022
Enrico CallerisDetecting Vanishing Point through CNN-Based Heatmap RegressionAn analysis of a Vanishing Point Detection architecture employing a Heatmap-Based Regression to estimate Vanishing Point likelihoods.Feb 8, 2022Feb 8, 2022
Enrico CallerisThe DeepLab FamilyA brief historical review of the DeepLab segmentation architecture: from DeepLabv1 to DeepLabv3+.Feb 2, 2022Feb 2, 2022
Enrico CallerisThe Hourglass NetworkA discussion of one of the most popular architectures for image segmentation: from fully convolutional networks to U-Net and V-Net.Jan 26, 2022Jan 26, 2022
Enrico CallerisTwo Architectures for Real-Time Vanishing Point DetectionA discussion of two state-of-the-art architectures for real-time Vanishing Point Detection using limited computational resources.Jan 19, 2022Jan 19, 2022
Enrico CallerisVanishing Point DetectionAn introduction to the concept of Vanishing Point, its importance for Computer Vision, and an intuition behind the most popular approaches.Jan 12, 2022Jan 12, 2022