The End-of-End-to-End: A Video Understanding Pentathlon Challenge (2020)
Samuel Albanie
Yang Liu
Arsha Nagrani
Antoine Miech
Ernesto Coto
Ivan Laptev
Rahul Sukthankar
Bernard Ghanem
Andrew Zisserman
Valentin Gabeur
Chen Sun
Alahari Karteek
Cordelia Schmid
Shizhe Chen
Yida Zhao
Qin Jin
Kaixu Cui
Hui Liu
Chen Wang
Yudong Jiang
Xiaoshuai Hao

Abstract
We present a new video understanding pentathlon challenge, an open competition held in conjunction with the IEEE Conference on Computer Vision and Pattern Recognition (CVPR) 2020. The objective of the challenge was to explore and evaluate new methods for text-to-video retrieval-the task of searching for content within a corpus of videos using natural language queries. This report summarizes the results of the first edition of the challenge together with the findings of the participants.
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