Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386076016> ?p ?o ?g. }
- W4386076016 abstract "Natural videos captured by consumer cameras often suffer from low framerate and motion blur due to the combination of dynamic scene complexity, lens and sensor imperfection, and less than ideal exposure setting. As a result, computational methods that jointly perform video frame interpolation and deblurring begin to emerge with the unrealistic assumption that the exposure time is known and fixed. In this work, we aim ambitiously for a more realistic and challenging task - joint video multi-frame interpolation and deblurring under unknown exposure time. Toward this goal, we first adopt a variant of supervised contrastive learning to construct an exposure-aware representation from input blurred frames. We then train two U-Nets for intramotion and inter-motion analysis, respectively, adapting to the learned exposure representation via gain tuning. We finally build our video reconstruction network upon the exposure and motion representation by progressive exposureadaptive convolution and motion refinement. Extensive experiments on both simulated and real-world datasets show that our optimized method achieves notable performance gains over the state-of-the-art on the joint video ×8 interpolation and deblurring task. Moreover, on the seemingly implausible ×16 interpolation task, our method outperforms existing methods by more than 1.5 dB in terms of PSNR." @default.
- W4386076016 created "2023-08-23" @default.
- W4386076016 creator A5018318136 @default.
- W4386076016 creator A5018426593 @default.
- W4386076016 creator A5020029652 @default.
- W4386076016 creator A5047384983 @default.
- W4386076016 creator A5051402211 @default.
- W4386076016 creator A5086950126 @default.
- W4386076016 date "2023-06-01" @default.
- W4386076016 modified "2023-10-16" @default.
- W4386076016 title "Joint Video Multi-Frame Interpolation and Deblurring under Unknown Exposure Time" @default.
- W4386076016 cites W1987075379 @default.
- W4386076016 cites W2103336008 @default.
- W4386076016 cites W2120689934 @default.
- W4386076016 cites W2152192031 @default.
- W4386076016 cites W2609107023 @default.
- W4386076016 cites W2738579427 @default.
- W4386076016 cites W2752782242 @default.
- W4386076016 cites W2771305881 @default.
- W4386076016 cites W2949258649 @default.
- W4386076016 cites W2961218591 @default.
- W4386076016 cites W2962770929 @default.
- W4386076016 cites W2963093735 @default.
- W4386076016 cites W2964251418 @default.
- W4386076016 cites W2965217508 @default.
- W4386076016 cites W2965669158 @default.
- W4386076016 cites W2997150500 @default.
- W4386076016 cites W3034724715 @default.
- W4386076016 cites W3034850705 @default.
- W4386076016 cites W3035086889 @default.
- W4386076016 cites W3035239272 @default.
- W4386076016 cites W3040479127 @default.
- W4386076016 cites W3174693173 @default.
- W4386076016 cites W3192083819 @default.
- W4386076016 cites W3202040256 @default.
- W4386076016 cites W3202748844 @default.
- W4386076016 cites W3203854346 @default.
- W4386076016 cites W4214626557 @default.
- W4386076016 cites W4319301042 @default.
- W4386076016 doi "https://doi.org/10.1109/cvpr52729.2023.01339" @default.
- W4386076016 hasPublicationYear "2023" @default.
- W4386076016 type Work @default.
- W4386076016 citedByCount "0" @default.
- W4386076016 crossrefType "proceedings-article" @default.
- W4386076016 hasAuthorship W4386076016A5018318136 @default.
- W4386076016 hasAuthorship W4386076016A5018426593 @default.
- W4386076016 hasAuthorship W4386076016A5020029652 @default.
- W4386076016 hasAuthorship W4386076016A5047384983 @default.
- W4386076016 hasAuthorship W4386076016A5051402211 @default.
- W4386076016 hasAuthorship W4386076016A5086950126 @default.
- W4386076016 hasConcept C104114177 @default.
- W4386076016 hasConcept C106430172 @default.
- W4386076016 hasConcept C115961682 @default.
- W4386076016 hasConcept C126042441 @default.
- W4386076016 hasConcept C127413603 @default.
- W4386076016 hasConcept C137800194 @default.
- W4386076016 hasConcept C154945302 @default.
- W4386076016 hasConcept C167510206 @default.
- W4386076016 hasConcept C170154142 @default.
- W4386076016 hasConcept C17744445 @default.
- W4386076016 hasConcept C18555067 @default.
- W4386076016 hasConcept C199539241 @default.
- W4386076016 hasConcept C201995342 @default.
- W4386076016 hasConcept C202474056 @default.
- W4386076016 hasConcept C2776359362 @default.
- W4386076016 hasConcept C2777693668 @default.
- W4386076016 hasConcept C2777708103 @default.
- W4386076016 hasConcept C2780451532 @default.
- W4386076016 hasConcept C31972630 @default.
- W4386076016 hasConcept C41008148 @default.
- W4386076016 hasConcept C45347329 @default.
- W4386076016 hasConcept C50644808 @default.
- W4386076016 hasConcept C65483669 @default.
- W4386076016 hasConcept C72560505 @default.
- W4386076016 hasConcept C76155785 @default.
- W4386076016 hasConcept C9417928 @default.
- W4386076016 hasConcept C94625758 @default.
- W4386076016 hasConceptScore W4386076016C104114177 @default.
- W4386076016 hasConceptScore W4386076016C106430172 @default.
- W4386076016 hasConceptScore W4386076016C115961682 @default.
- W4386076016 hasConceptScore W4386076016C126042441 @default.
- W4386076016 hasConceptScore W4386076016C127413603 @default.
- W4386076016 hasConceptScore W4386076016C137800194 @default.
- W4386076016 hasConceptScore W4386076016C154945302 @default.
- W4386076016 hasConceptScore W4386076016C167510206 @default.
- W4386076016 hasConceptScore W4386076016C170154142 @default.
- W4386076016 hasConceptScore W4386076016C17744445 @default.
- W4386076016 hasConceptScore W4386076016C18555067 @default.
- W4386076016 hasConceptScore W4386076016C199539241 @default.
- W4386076016 hasConceptScore W4386076016C201995342 @default.
- W4386076016 hasConceptScore W4386076016C202474056 @default.
- W4386076016 hasConceptScore W4386076016C2776359362 @default.
- W4386076016 hasConceptScore W4386076016C2777693668 @default.
- W4386076016 hasConceptScore W4386076016C2777708103 @default.
- W4386076016 hasConceptScore W4386076016C2780451532 @default.
- W4386076016 hasConceptScore W4386076016C31972630 @default.
- W4386076016 hasConceptScore W4386076016C41008148 @default.
- W4386076016 hasConceptScore W4386076016C45347329 @default.
- W4386076016 hasConceptScore W4386076016C50644808 @default.
- W4386076016 hasConceptScore W4386076016C65483669 @default.