Blind Motion Deblurring Super-Resolution: When Dynamic Spatio-Temporal Learning Meets Static Image Understanding

• Published in: IEEE transactions on image processing Vol. 30; pp. 7101 - 7111
• Main Authors: Niu, Wenjia, Zhang, Kaihao, Luo, Wenhan, Zhong, Yiran
• Format: Journal Article
• Language: English
• Published: New York IEEE 2021; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Blind motion deblurring; Blurring; Cameras; dynamic spatio-temporal learning; Dynamics; Feature extraction; Image resolution; Image restoration; multi-frame super-resolution; single image super-resolution; Spatial resolution; Streaming media; Superresolution; Task analysis

Single-image super-resolution (SR) and multi-frame SR are two ways to super resolve low-resolution images. Single-Image SR generally handles each image independently, but ignores the temporal information implied in continuing frames. Multi-frame SR is able to model the temporal dependency via captur...