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20102022
most citedImproving Multiple Object Tracking with Optical Flow and Edge Preprocessing

9 citations · 22 across the 10 of their papers we have counts for

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15 papers · 1 filter

cs.CV2022

ActAR: Actor-Driven Pose Embeddings for Video Action Recognition

Soufiane Lamghari, Guillaume-Alexandre Bilodeau, Nicolas Saunier

Human action recognition (HAR) in videos is one of the core tasks of video understanding. Based on video sequences, the goal is to recognize actions performed by humans. While HAR…

cs.CV2021

PolyTrack: Tracking with Bounding Polygons

Gaspar Faure, Hughes Perreault, Guillaume-Alexandre Bilodeau +1

In this paper, we present a novel method called PolyTrack for fast multi-object tracking and segmentation using bounding polygons. Polytrack detects objects by producing heatmaps o…

cs.CV2021

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…

cs.CV2021

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…

cs.CV2021

MeNToS: Tracklets Association with a Space-Time Memory Network

Mehdi Miah, Guillaume-Alexandre Bilodeau, Nicolas Saunier

We propose a method for multi-object tracking and segmentation (MOTS) that does not require fine-tuning or per benchmark hyperparameter selection. The proposed method addresses par…

cs.CV2020

A Grid-based Representation for Human Action Recognition

Soufiane Lamghari, Guillaume-Alexandre Bilodeau, Nicolas Saunier

Human action recognition (HAR) in videos is a fundamental research topic in computer vision. It consists mainly in understanding actions performed by humans based on a sequence of…