Matches in SemOpenAlex for { <https://semopenalex.org/work/W4384648646> ?p ?o ?g. }
Showing items 1 to 61 of
61
with 100 items per page.
- W4384648646 abstract "Video depth estimation aims to infer temporally consistent depth. Some methods achieve temporal consistency by finetuning a single-image depth model during test time using geometry and re-projection constraints, which is inefficient and not robust. An alternative approach is to learn how to enforce temporal consistency from data, but this requires well-designed models and sufficient video depth data. To address these challenges, we propose a plug-and-play framework called Neural Video Depth Stabilizer (NVDS) that stabilizes inconsistent depth estimations and can be applied to different single-image depth models without extra effort. We also introduce a large-scale dataset, Video Depth in the Wild (VDW), which consists of 14,203 videos with over two million frames, making it the largest natural-scene video depth dataset to our knowledge. We evaluate our method on the VDW dataset as well as two public benchmarks and demonstrate significant improvements in consistency, accuracy, and efficiency compared to previous approaches. Our work serves as a solid baseline and provides a data foundation for learning-based video depth models. We will release our dataset and code for future research." @default.
- W4384648646 created "2023-07-19" @default.
- W4384648646 creator A5002285179 @default.
- W4384648646 creator A5005244980 @default.
- W4384648646 creator A5029912845 @default.
- W4384648646 creator A5031228750 @default.
- W4384648646 creator A5032357592 @default.
- W4384648646 creator A5036358447 @default.
- W4384648646 creator A5041554011 @default.
- W4384648646 creator A5067580558 @default.
- W4384648646 date "2023-07-17" @default.
- W4384648646 modified "2023-09-27" @default.
- W4384648646 title "Neural Video Depth Stabilizer" @default.
- W4384648646 doi "https://doi.org/10.48550/arxiv.2307.08695" @default.
- W4384648646 hasPublicationYear "2023" @default.
- W4384648646 type Work @default.
- W4384648646 citedByCount "0" @default.
- W4384648646 crossrefType "posted-content" @default.
- W4384648646 hasAuthorship W4384648646A5002285179 @default.
- W4384648646 hasAuthorship W4384648646A5005244980 @default.
- W4384648646 hasAuthorship W4384648646A5029912845 @default.
- W4384648646 hasAuthorship W4384648646A5031228750 @default.
- W4384648646 hasAuthorship W4384648646A5032357592 @default.
- W4384648646 hasAuthorship W4384648646A5036358447 @default.
- W4384648646 hasAuthorship W4384648646A5041554011 @default.
- W4384648646 hasAuthorship W4384648646A5067580558 @default.
- W4384648646 hasBestOaLocation W43846486461 @default.
- W4384648646 hasConcept C111368507 @default.
- W4384648646 hasConcept C11413529 @default.
- W4384648646 hasConcept C12725497 @default.
- W4384648646 hasConcept C127313418 @default.
- W4384648646 hasConcept C154945302 @default.
- W4384648646 hasConcept C2776436953 @default.
- W4384648646 hasConcept C31972630 @default.
- W4384648646 hasConcept C41008148 @default.
- W4384648646 hasConcept C57493831 @default.
- W4384648646 hasConceptScore W4384648646C111368507 @default.
- W4384648646 hasConceptScore W4384648646C11413529 @default.
- W4384648646 hasConceptScore W4384648646C12725497 @default.
- W4384648646 hasConceptScore W4384648646C127313418 @default.
- W4384648646 hasConceptScore W4384648646C154945302 @default.
- W4384648646 hasConceptScore W4384648646C2776436953 @default.
- W4384648646 hasConceptScore W4384648646C31972630 @default.
- W4384648646 hasConceptScore W4384648646C41008148 @default.
- W4384648646 hasConceptScore W4384648646C57493831 @default.
- W4384648646 hasLocation W43846486461 @default.
- W4384648646 hasOpenAccess W4384648646 @default.
- W4384648646 hasPrimaryLocation W43846486461 @default.
- W4384648646 hasRelatedWork W2032041146 @default.
- W4384648646 hasRelatedWork W2129745818 @default.
- W4384648646 hasRelatedWork W2383285980 @default.
- W4384648646 hasRelatedWork W2390071599 @default.
- W4384648646 hasRelatedWork W2406780534 @default.
- W4384648646 hasRelatedWork W2580030482 @default.
- W4384648646 hasRelatedWork W2806096627 @default.
- W4384648646 hasRelatedWork W2991756295 @default.
- W4384648646 hasRelatedWork W4225259759 @default.
- W4384648646 hasRelatedWork W4298129483 @default.
- W4384648646 isParatext "false" @default.
- W4384648646 isRetracted "false" @default.
- W4384648646 workType "article" @default.