Matches in SemOpenAlex for { <https://semopenalex.org/work/W4214520160> ?p ?o ?g. }
Showing items 1 to 95 of
95
with 100 items per page.
- W4214520160 abstract "We introduce dense prediction transformers, an architecture that leverages vision transformers in place of convolutional networks as a backbone for dense prediction tasks. We assemble tokens from various stages of the vision transformer into image-like representations at various resolutions and progressively combine them into full-resolution predictions using a convolutional decoder. The transformer backbone processes representations at a constant and relatively high resolution and has a global receptive field at every stage. These properties allow the dense prediction transformer to provide finer-grained and more globally coherent predictions when compared to fully-convolutional networks. Our experiments show that this architecture yields substantial improvements on dense prediction tasks, especially when a large amount of training data is available. For monocular depth estimation, we observe an improvement of up to 28% in relative performance when compared to a state-of-the-art fully-convolutional network. When applied to semantic segmentation, dense prediction transformers set a new state of the art on ADE20K with 49.02% mIoU. We further show that the architecture can be fine-tuned on smaller datasets such as NYUv2, KITTI, and Pascal Context where it also sets the new state of the art. Our models are available at https://github.com/intel-isl/DPT." @default.
- W4214520160 created "2022-03-02" @default.
- W4214520160 creator A5006181255 @default.
- W4214520160 creator A5028179581 @default.
- W4214520160 creator A5076203786 @default.
- W4214520160 date "2021-10-01" @default.
- W4214520160 modified "2023-10-14" @default.
- W4214520160 title "Vision Transformers for Dense Prediction" @default.
- W4214520160 cites W1745334888 @default.
- W4214520160 cites W2108598243 @default.
- W4214520160 cites W2125215748 @default.
- W4214520160 cites W2149259880 @default.
- W4214520160 cites W2150066425 @default.
- W4214520160 cites W2194775991 @default.
- W4214520160 cites W2340897893 @default.
- W4214520160 cites W2412782625 @default.
- W4214520160 cites W2560023338 @default.
- W4214520160 cites W2563705555 @default.
- W4214520160 cites W2737258237 @default.
- W4214520160 cites W2798373498 @default.
- W4214520160 cites W2892614179 @default.
- W4214520160 cites W2916798096 @default.
- W4214520160 cites W2942368658 @default.
- W4214520160 cites W2963488291 @default.
- W4214520160 cites W2963760790 @default.
- W4214520160 cites W2963881378 @default.
- W4214520160 cites W2981413347 @default.
- W4214520160 cites W2982336692 @default.
- W4214520160 cites W2990946490 @default.
- W4214520160 cites W2991062542 @default.
- W4214520160 cites W3034885317 @default.
- W4214520160 cites W3035257660 @default.
- W4214520160 cites W3035563424 @default.
- W4214520160 cites W3132270109 @default.
- W4214520160 doi "https://doi.org/10.1109/iccv48922.2021.01196" @default.
- W4214520160 hasPublicationYear "2021" @default.
- W4214520160 type Work @default.
- W4214520160 citedByCount "376" @default.
- W4214520160 countsByYear W42145201602021 @default.
- W4214520160 countsByYear W42145201602022 @default.
- W4214520160 countsByYear W42145201602023 @default.
- W4214520160 crossrefType "proceedings-article" @default.
- W4214520160 hasAuthorship W4214520160A5006181255 @default.
- W4214520160 hasAuthorship W4214520160A5028179581 @default.
- W4214520160 hasAuthorship W4214520160A5076203786 @default.
- W4214520160 hasBestOaLocation W42145201602 @default.
- W4214520160 hasConcept C113775141 @default.
- W4214520160 hasConcept C119599485 @default.
- W4214520160 hasConcept C123657996 @default.
- W4214520160 hasConcept C127413603 @default.
- W4214520160 hasConcept C142362112 @default.
- W4214520160 hasConcept C153180895 @default.
- W4214520160 hasConcept C153349607 @default.
- W4214520160 hasConcept C154945302 @default.
- W4214520160 hasConcept C165801399 @default.
- W4214520160 hasConcept C199360897 @default.
- W4214520160 hasConcept C31972630 @default.
- W4214520160 hasConcept C41008148 @default.
- W4214520160 hasConcept C66322947 @default.
- W4214520160 hasConcept C75608658 @default.
- W4214520160 hasConcept C81363708 @default.
- W4214520160 hasConcept C89600930 @default.
- W4214520160 hasConceptScore W4214520160C113775141 @default.
- W4214520160 hasConceptScore W4214520160C119599485 @default.
- W4214520160 hasConceptScore W4214520160C123657996 @default.
- W4214520160 hasConceptScore W4214520160C127413603 @default.
- W4214520160 hasConceptScore W4214520160C142362112 @default.
- W4214520160 hasConceptScore W4214520160C153180895 @default.
- W4214520160 hasConceptScore W4214520160C153349607 @default.
- W4214520160 hasConceptScore W4214520160C154945302 @default.
- W4214520160 hasConceptScore W4214520160C165801399 @default.
- W4214520160 hasConceptScore W4214520160C199360897 @default.
- W4214520160 hasConceptScore W4214520160C31972630 @default.
- W4214520160 hasConceptScore W4214520160C41008148 @default.
- W4214520160 hasConceptScore W4214520160C66322947 @default.
- W4214520160 hasConceptScore W4214520160C75608658 @default.
- W4214520160 hasConceptScore W4214520160C81363708 @default.
- W4214520160 hasConceptScore W4214520160C89600930 @default.
- W4214520160 hasLocation W42145201601 @default.
- W4214520160 hasLocation W42145201602 @default.
- W4214520160 hasOpenAccess W4214520160 @default.
- W4214520160 hasPrimaryLocation W42145201601 @default.
- W4214520160 hasRelatedWork W1663079876 @default.
- W4214520160 hasRelatedWork W2017545316 @default.
- W4214520160 hasRelatedWork W2069133146 @default.
- W4214520160 hasRelatedWork W2100057527 @default.
- W4214520160 hasRelatedWork W2100576949 @default.
- W4214520160 hasRelatedWork W2349160795 @default.
- W4214520160 hasRelatedWork W2493838176 @default.
- W4214520160 hasRelatedWork W3209312100 @default.
- W4214520160 hasRelatedWork W4286681602 @default.
- W4214520160 hasRelatedWork W4297686120 @default.
- W4214520160 isParatext "false" @default.
- W4214520160 isRetracted "false" @default.
- W4214520160 workType "article" @default.