Search Results for author: Mehrnaz Fani

Found 6 papers, 0 papers with code

Evaluating deep tracking models for player tracking in broadcast ice hockey video

no code implementations22 May 2022 Kanav Vats, Mehrnaz Fani, David A. Clausi, John S. Zelek

Tracking and identifying players is an important problem in computer vision based ice hockey analytics.

Player Tracking and Identification in Ice Hockey

no code implementations6 Oct 2021 Kanav Vats, Pascale Walters, Mehrnaz Fani, David A. Clausi, John Zelek

The player identification model further takes advantage of the available NHL game roster data to obtain a player identification accuracy of 83%.

Event Detection Multi-Object Tracking

Multi-task learning for jersey number recognition in Ice Hockey

no code implementations17 Aug 2021 Kanav Vats, Mehrnaz Fani, David A. Clausi, John Zelek

Identifying players in sports videos by recognizing their jersey numbers is a challenging task in computer vision.

Multi-Task Learning

Puck localization and multi-task event recognition in broadcast hockey videos

no code implementations21 May 2021 Kanav Vats, Mehrnaz Fani, David A. Clausi, John Zelek

In this paper, we introduce and implement a network for puck localization in broadcast hockey video.

Multi-Task Learning

Localization of Ice-Rink for Broadcast Hockey Videos

no code implementations22 Apr 2021 Mehrnaz Fani, Pascale Berunelle Walters, David A. Clausi, John Zelek, Alexander Wong

To localize the frames on the ice-rink model, a ResNet18-based regressor is implemented and trained, which regresses to four control points on the model in a frame-by-frame fashion.

Homography Estimation

Event detection in coarsely annotated sports videos via parallel multi receptive field 1D convolutions

no code implementations13 Apr 2020 Kanav Vats, Mehrnaz Fani, Pascale Walters, David A. Clausi, John Zelek

Experimental results demonstrate the effectiveness of the network by obtaining a 55% average F1 score on the NHL dataset and by achieving competitive performance compared to the state of the art on the SoccerNet dataset.

Action Spotting Event Detection

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