Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386907981> ?p ?o ?g. }
Showing items 1 to 81 of
81
with 100 items per page.
- W4386907981 abstract "The current interacting hand (IH) datasets are relatively simplistic in terms of background and texture, with hand joints being annotated by a machine annotator, which may result in inaccuracies, and the diversity of pose distribution is limited. However, the variability of background, pose distribution, and texture can greatly influence the generalization ability. Therefore, we present a large-scale synthetic dataset RenderIH for interacting hands with accurate and diverse pose annotations. The dataset contains 1M photo-realistic images with varied backgrounds, perspectives, and hand textures. To generate natural and diverse interacting poses, we propose a new pose optimization algorithm. Additionally, for better pose estimation accuracy, we introduce a transformer-based pose estimation network, TransHand, to leverage the correlation between interacting hands and verify the effectiveness of RenderIH in improving results. Our dataset is model-agnostic and can improve more accuracy of any hand pose estimation method in comparison to other real or synthetic datasets. Experiments have shown that pretraining on our synthetic data can significantly decrease the error from 6.76mm to 5.79mm, and our Transhand surpasses contemporary methods. Our dataset and code are available at https://github.com/adwardlee/RenderIH." @default.
- W4386907981 created "2023-09-21" @default.
- W4386907981 creator A5011182649 @default.
- W4386907981 creator A5014328862 @default.
- W4386907981 creator A5036413944 @default.
- W4386907981 creator A5051601236 @default.
- W4386907981 creator A5056982340 @default.
- W4386907981 creator A5063253432 @default.
- W4386907981 creator A5082419562 @default.
- W4386907981 creator A5085032007 @default.
- W4386907981 date "2023-09-17" @default.
- W4386907981 modified "2023-09-28" @default.
- W4386907981 title "RenderIH: A Large-scale Synthetic Dataset for 3D Interacting Hand Pose Estimation" @default.
- W4386907981 doi "https://doi.org/10.48550/arxiv.2309.09301" @default.
- W4386907981 hasPublicationYear "2023" @default.
- W4386907981 type Work @default.
- W4386907981 citedByCount "0" @default.
- W4386907981 crossrefType "posted-content" @default.
- W4386907981 hasAuthorship W4386907981A5011182649 @default.
- W4386907981 hasAuthorship W4386907981A5014328862 @default.
- W4386907981 hasAuthorship W4386907981A5036413944 @default.
- W4386907981 hasAuthorship W4386907981A5051601236 @default.
- W4386907981 hasAuthorship W4386907981A5056982340 @default.
- W4386907981 hasAuthorship W4386907981A5063253432 @default.
- W4386907981 hasAuthorship W4386907981A5082419562 @default.
- W4386907981 hasAuthorship W4386907981A5085032007 @default.
- W4386907981 hasBestOaLocation W43869079811 @default.
- W4386907981 hasConcept C119857082 @default.
- W4386907981 hasConcept C121332964 @default.
- W4386907981 hasConcept C124101348 @default.
- W4386907981 hasConcept C134306372 @default.
- W4386907981 hasConcept C153083717 @default.
- W4386907981 hasConcept C153180895 @default.
- W4386907981 hasConcept C154945302 @default.
- W4386907981 hasConcept C160920958 @default.
- W4386907981 hasConcept C165801399 @default.
- W4386907981 hasConcept C177148314 @default.
- W4386907981 hasConcept C177264268 @default.
- W4386907981 hasConcept C199360897 @default.
- W4386907981 hasConcept C2776760102 @default.
- W4386907981 hasConcept C2778755073 @default.
- W4386907981 hasConcept C33923547 @default.
- W4386907981 hasConcept C41008148 @default.
- W4386907981 hasConcept C52102323 @default.
- W4386907981 hasConcept C62520636 @default.
- W4386907981 hasConcept C66322947 @default.
- W4386907981 hasConceptScore W4386907981C119857082 @default.
- W4386907981 hasConceptScore W4386907981C121332964 @default.
- W4386907981 hasConceptScore W4386907981C124101348 @default.
- W4386907981 hasConceptScore W4386907981C134306372 @default.
- W4386907981 hasConceptScore W4386907981C153083717 @default.
- W4386907981 hasConceptScore W4386907981C153180895 @default.
- W4386907981 hasConceptScore W4386907981C154945302 @default.
- W4386907981 hasConceptScore W4386907981C160920958 @default.
- W4386907981 hasConceptScore W4386907981C165801399 @default.
- W4386907981 hasConceptScore W4386907981C177148314 @default.
- W4386907981 hasConceptScore W4386907981C177264268 @default.
- W4386907981 hasConceptScore W4386907981C199360897 @default.
- W4386907981 hasConceptScore W4386907981C2776760102 @default.
- W4386907981 hasConceptScore W4386907981C2778755073 @default.
- W4386907981 hasConceptScore W4386907981C33923547 @default.
- W4386907981 hasConceptScore W4386907981C41008148 @default.
- W4386907981 hasConceptScore W4386907981C52102323 @default.
- W4386907981 hasConceptScore W4386907981C62520636 @default.
- W4386907981 hasConceptScore W4386907981C66322947 @default.
- W4386907981 hasLocation W43869079811 @default.
- W4386907981 hasOpenAccess W4386907981 @default.
- W4386907981 hasPrimaryLocation W43869079811 @default.
- W4386907981 hasRelatedWork W1461621550 @default.
- W4386907981 hasRelatedWork W2020350089 @default.
- W4386907981 hasRelatedWork W2155775419 @default.
- W4386907981 hasRelatedWork W2908739874 @default.
- W4386907981 hasRelatedWork W2962956488 @default.
- W4386907981 hasRelatedWork W2964056062 @default.
- W4386907981 hasRelatedWork W4300871798 @default.
- W4386907981 hasRelatedWork W4307996960 @default.
- W4386907981 hasRelatedWork W4321153508 @default.
- W4386907981 hasRelatedWork W4379876687 @default.
- W4386907981 isParatext "false" @default.
- W4386907981 isRetracted "false" @default.
- W4386907981 workType "article" @default.