4 papers
FFAVOD: Feature Fusion Architecture for Video Object Detection
Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier +1
A significant amount of redundancy exists between consecutive frames of a video. Object detectors typically produce detections for one image at a time, without any capabilities for…
CenterPoly: real-time instance segmentation using bounding polygons
Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier +1
We present a novel method, called CenterPoly, for real-time instance segmentation using bounding polygons. We apply it to detect road users in dense urban environments, making it s…
RN-VID: A Feature Fusion Architecture for Video Object Detection
Hughes Perreault, Maguelonne Héritier, Pierre Gravel +2
Consecutive frames in a video are highly redundant. Therefore, to perform the task of video object detection, executing single frame detectors on every frame without reusing any in…
SpotNet: Self-Attention Multi-Task Network for Object Detection
Hughes Perreault, Guillaume-Alexandre Bilodeau, Nicolas Saunier +1
Humans are very good at directing their visual attention toward relevant areas when they search for different types of objects. For instance, when we search for cars, we will look…