TASK	DATASET	MODEL	METRIC NAME	METRIC VALUE	GLOBAL RANK	REMOVE
Moment Queries	Ego4D	ASL	Avg mAP (0.1-0.5)	27.85	# 1
Moment Queries	Ego4D	ASL	Recall	46.98	# 1

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Action Sensitivity Learning for the Ego4D Episodic Memory Challenge 2023

15 Jun 2023 · Jiayi Shao, Xiaohan Wang, Ruijie Quan, Yi Yang ·

This report presents ReLER submission to two tracks in the Ego4D Episodic Memory Benchmark in CVPR 2023, including Natural Language Queries and Moment Queries. This solution inherits from our proposed Action Sensitivity Learning framework (ASL) to better capture discrepant information of frames. Further, we incorporate a series of stronger video features and fusion strategies. Our method achieves an average mAP of 29.34, ranking 1st in Moment Queries Challenge, and garners 19.79 mean R1, ranking 2nd in Natural Language Queries Challenge. Our code will be released.

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