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This report describes our submission to the Ego4D Moment Queries Challenge2023. Our submission extends ActionFormer, a latest method for temporal actionlocalization. Our extension combines an improved ground-truth assignmentstrategy during training and a refined version of SoftNMS at inference time.Our solution is ranked 2nd on the public leaderboard with 26.62% average mAPand 45.69% Recall@1x at tIoU=0.5 on the test set, significantly outperformingthe strong baseline from 2023 challenge. Our code is available athttps://github.com/happyharrycn/actionformer_release.

NMS Threshold matters for Ego4D Moment Queries -- 2nd place solution to the Ego4D Moment Queries Challenge 2023