Machine Perception

Robustness

[Publication] Gradient-based Domain Analysis [Best Paper]: GitHub
[Publication] Semantic Filter Sets: GitHub
[Publication] Adaptive Filter Sets: GitHub
[Patent] Protecting AI systems against adversaries: No: 62/899,783
[Patent] Identifying Anomalies in AI systems: No: 62/895,556

Traffic Sign Detection

[Dataset] Traffic Sign Detection in the Wild: GitHub
[Dataset] Traffic Sign Recognition in the Wild: GitHub
[Publication] Traffic Sign Detection Competition: arXiv
[Publication] Traffic Sign Detection Benchmark: arXiv
[Publication] Traffic Sign Recognition: arXiv

Visual Recognition

[Dataset] Object Recognition in the Wild: GitHub
[Publication] Recognition Accuracy Estimation: arXiv
[Publication] Benchmarking Recognition APIs: arXiv

Traffic Scene Segmentation

[Publication] Implicit Background Estimation: GitHub
[Patent] Adaptive Thresholding, No:62/649,671
[Patent] Hyperpolar Classification, No:62/649,671
[Patent] Context-Aware Parking Spot Detection, No. 62/649,757

Deep Learning: Theory and Practice

[Tutorial] From theory to applications: [Slides]
[Tutorial] Setting up CNNs for MNIST using Caffe: [Notes]
[Tutorial] Setting up Stacked Autoencoders for MNIST: [Notes]
[Tutorial] Setting up VM and Caffe on Windows: [Notes]
[Presentation] Image Classification and Scene Labeling: [Slides]
[Poster] Perceptual Quality Assessment: [Poster]