Getting a better visual: RepPoints detect objects with greater accuracy through flexible and adaptive object modeling
Visual understanding tasks are typically centered on objects, such as human pose tracking in Microsoft Kinect and obstacle avoidance in autonomous driving. In the deep learning era, these tasks follow a paradigm where bounding boxes…
The 1st Workshop on Hot Topics in Video Analytics and Intelligent Edges
Cameras are everywhere! Analyzing live videos from these cameras has great potential to impact science and society. Enterprise cameras are deployed for a wide variety of commercial and security reasons. Consumer devices themselves have cameras with users…
Multi-level Optimization Approaches to Computer Vision
On a broad level, computer graphics involves representing 3D information in 2D. Computer vision can be thought of as the inverse problem – inferring 3D information from a projected representation. This talk will discuss two…
Interpretability in NLP: Moving Beyond Vision
Deep neural network models have been extremely successful for natural language processing (NLP) applications in recent years, but one complaint they often suffer from is their lack of interpretability. On the other hand, the field…