Matches in SemOpenAlex for { <https://semopenalex.org/work/W4285077781> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4285077781 abstract "Video-to-Video synthesis (Vid2Vid) has achieved remarkable results in generating a photo-realistic video from a sequence of semantic maps. However, this pipeline suffers from high computational cost and long inference latency, which largely depends on two essential factors: 1) network architecture parameters, 2) sequential data stream. Recently, the parameters of image-based generative models have been significantly compressed via more efficient network architectures. Nevertheless, existing methods mainly focus on slimming network architectures and ignore the size of the sequential data stream. Moreover, due to the lack of temporal coherence, image-based compression is not sufficient for the compression of the video task. In this paper, we present a spatial-temporal compression framework, textbf{Fast-Vid2Vid}, which focuses on data aspects of generative models. It makes the first attempt at time dimension to reduce computational resources and accelerate inference. Specifically, we compress the input data stream spatially and reduce the temporal redundancy. After the proposed spatial-temporal knowledge distillation, our model can synthesize key-frames using the low-resolution data stream. Finally, Fast-Vid2Vid interpolates intermediate frames by motion compensation with slight latency. On standard benchmarks, Fast-Vid2Vid achieves around real-time performance as 20 FPS and saves around 8x computational cost on a single V100 GPU." @default.
- W4285077781 created "2022-07-13" @default.
- W4285077781 creator A5000896822 @default.
- W4285077781 creator A5028380963 @default.
- W4285077781 creator A5054589909 @default.
- W4285077781 creator A5055183049 @default.
- W4285077781 creator A5060440457 @default.
- W4285077781 date "2022-07-11" @default.
- W4285077781 modified "2023-09-30" @default.
- W4285077781 title "Fast-Vid2Vid: Spatial-Temporal Compression for Video-to-Video Synthesis" @default.
- W4285077781 doi "https://doi.org/10.48550/arxiv.2207.05049" @default.
- W4285077781 hasPublicationYear "2022" @default.
- W4285077781 type Work @default.
- W4285077781 citedByCount "0" @default.
- W4285077781 crossrefType "posted-content" @default.
- W4285077781 hasAuthorship W4285077781A5000896822 @default.
- W4285077781 hasAuthorship W4285077781A5028380963 @default.
- W4285077781 hasAuthorship W4285077781A5054589909 @default.
- W4285077781 hasAuthorship W4285077781A5055183049 @default.
- W4285077781 hasAuthorship W4285077781A5060440457 @default.
- W4285077781 hasBestOaLocation W42850777811 @default.
- W4285077781 hasConcept C111919701 @default.
- W4285077781 hasConcept C128840427 @default.
- W4285077781 hasConcept C152124472 @default.
- W4285077781 hasConcept C154945302 @default.
- W4285077781 hasConcept C199360897 @default.
- W4285077781 hasConcept C2776214188 @default.
- W4285077781 hasConcept C41008148 @default.
- W4285077781 hasConcept C43521106 @default.
- W4285077781 hasConcept C76155785 @default.
- W4285077781 hasConcept C78548338 @default.
- W4285077781 hasConcept C79403827 @default.
- W4285077781 hasConcept C82876162 @default.
- W4285077781 hasConceptScore W4285077781C111919701 @default.
- W4285077781 hasConceptScore W4285077781C128840427 @default.
- W4285077781 hasConceptScore W4285077781C152124472 @default.
- W4285077781 hasConceptScore W4285077781C154945302 @default.
- W4285077781 hasConceptScore W4285077781C199360897 @default.
- W4285077781 hasConceptScore W4285077781C2776214188 @default.
- W4285077781 hasConceptScore W4285077781C41008148 @default.
- W4285077781 hasConceptScore W4285077781C43521106 @default.
- W4285077781 hasConceptScore W4285077781C76155785 @default.
- W4285077781 hasConceptScore W4285077781C78548338 @default.
- W4285077781 hasConceptScore W4285077781C79403827 @default.
- W4285077781 hasConceptScore W4285077781C82876162 @default.
- W4285077781 hasLocation W42850777811 @default.
- W4285077781 hasOpenAccess W4285077781 @default.
- W4285077781 hasPrimaryLocation W42850777811 @default.
- W4285077781 hasRelatedWork W1558925342 @default.
- W4285077781 hasRelatedWork W1791757952 @default.
- W4285077781 hasRelatedWork W1984630859 @default.
- W4285077781 hasRelatedWork W2322191788 @default.
- W4285077781 hasRelatedWork W2354684769 @default.
- W4285077781 hasRelatedWork W2358832895 @default.
- W4285077781 hasRelatedWork W2373788103 @default.
- W4285077781 hasRelatedWork W2529059606 @default.
- W4285077781 hasRelatedWork W43054317 @default.
- W4285077781 hasRelatedWork W67676709 @default.
- W4285077781 isParatext "false" @default.
- W4285077781 isRetracted "false" @default.
- W4285077781 workType "article" @default.