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In this report, we present our champion solution for Ego4D Natural Language Queries (NLQ) Challenge in CVPR 2023.
Feature pyramid networks for object detection
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Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova · 2019
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Span-based localizing network for natural language video localization
Hao Zhang, Aixin Sun, Wei Jing, and Joey Tianyi Zhou · 2020
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Longformer: The long-document transformer
Iz Beltagy, Matthew E Peters, and Arman Cohan · 2020
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Learning transferable visual models from natural language supervision
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Ego4d: Around the world in 3,000 hours of egocentric video
Kristen Grauman, Andrew Westbury, Eugene Byrne, Zachary Chavis, Antonino Furnari, Rohit Girdhar, Jackson Hamburger, Hao Jiang, Miao Liu, Xingyu Liu, et al · 2022
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Egocentric video-language pretraining@ ego4d challenge 2022
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Internvideo-ego4d: A pack of champion solutions to ego4d challenges
Guo Chen, Sen Xing, Zhe Chen, Yi Wang, Kunchang Li, Yizhuo Li, Yi Liu, Jiahao Wang, Yin-Dong Zheng, Bingkun Huang, et al · 2022
Cited alongside, same era.
Reler@ zju-alibaba submission to the ego4d natural language queries challenge 2022
Naiyuan Liu, Xiaohan Wang, Xiaobo Li, Yi Yang, and Yueting Zhuang · 2022
Cited alongside, same era.
An efficient coarse-to-fine alignment framework@ ego4d natural language queries challenge 2022
Zhijian Hou, Wanjun Zhong, Lei Ji, Difei Gao, Kun Yan, Wing-Kwong Chan, Chong-Wah Ngo, Zheng Shou, and Nan Duan · 2022
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Actionformer: Localizing moments of actions with transformers
Chen-Lin Zhang, Jianxin Wu, and Yin Li · 2022
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Videomae: Masked autoencoders are data-efficient learners for self-supervised video pre-training
Zhan Tong, Yibing Song, Jue Wang, and Limin Wang · 2022
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Naq: Leveraging narrations as queries to supervise episodic memory
Santhosh Kumar Ramakrishnan, Ziad Al-Halah, and Kristen Grauman · 2023
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Sicheng Mo, Fangzhou Mu, and Yin Li · 2022
Cited alongside, same era.