Turning Frequency to Resolution: Video Super-Resolution via Event Cameras
Yongcheng Jing, Yiding Yang, Xinchao Wang, Mingli Song, Dacheng Tao
2021Year
20Top-tier citations
Abstract
Ground Truth Figure 1 . Influence of temporal frequency on the performance of VSR. A higher frame rate, and hence a smaller displacement between consecutive frames, yields enhanced VSR results obtained by a state-of-the-art approach [53], as evidenced by the rising PSNRs.
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Cited by top-tier papers20
- Look Back and Forth: Video Super-Resolution with Explicit Temporal Difference ModelingTakashi Isobe, Xu Jia, Xin Tao, Changlin Li et al.CVPR 2022 · 57 citations
- Low-Light Video Enhancement with Synthetic Event GuidanceLin Liu, Junfeng An, Jianzhuang Liu, Shanxin Yuan et al.AAAI 2023 · 51 citations
- Multi-grained Spatio-Temporal Features Perceived Network for Event-based Lip-ReadingGanchao Tan, Yang Wang, Han Han, Yang Cao et al.CVPR 2022 · 36 citations
- Unsupervised Video Deraining with An Event CameraJin Wang, Wenming Weng, Yueyi Zhang, Zhiwei XiongICCV 2023 · 21 citations
- EvTexture: Event-driven Texture Enhancement for Video Super-ResolutionDachun Kai, Jiayao Lu, Yueyi Zhang, Xiaoyan SunICML 2024 · 14 citations
Builds on14
- End-to-End Learning of Representations for Asynchronous Event-Based DataDaniel Gehrig, Antonio Loquercio, Konstantinos G. Derpanis, Davide ScaramuzzaICCV 2019 · 427 citations
- Progressive Fusion Video Super-Resolution Network via Exploiting Non-Local Spatio-Temporal CorrelationsPeng Yi, Zhongyuan Wang, Kui Jiang, Junjun Jiang et al.ICCV 2019 · 309 citations
- Dynamic Instance Normalization for Arbitrary Style TransferYongcheng Jing, Xiao Liu, Yukang Ding, Xinchao Wang et al.AAAI 2020 · 212 citations
- Deep SR-ITM: Joint Learning of Super-Resolution and Inverse Tone-Mapping for 4K UHD HDR ApplicationsSoo Ye Kim, Jihyong Oh, Munchurl KimICCV 2019 · 114 citations
- Two-Stream Action Recognition-Oriented Video Super-ResolutionHaochen Zhang, Dong Liu, Zhiwei XiongICCV 2019 · 58 citations
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