Matches in SemOpenAlex for { <https://semopenalex.org/work/W3203676240> ?p ?o ?g. }
Showing items 1 to 79 of
79
with 100 items per page.
- W3203676240 abstract "Current one-step multi-object tracking and segmentation (MOTS) methods lag behind recent two-step methods. By separating the instance segmentation stage from the tracking stage, two-step methods can exploit non-video datasets as extra data for training instance segmentation. Moreover, instances belonging to different IDs on different frames, rather than limited numbers of instances in raw consecutive frames, can be gathered to allow more effective hard example mining in the training of trackers. In this paper, we bridge this gap by presenting a novel data augmentation strategy named continuous copy-paste (CCP). Our intuition behind CCP is to fully exploit the pixel-wise annotations provided by MOTS to actively increase the number of instances as well as unique instance IDs in training. Without any modifications to frameworks, current MOTS methods achieve significant performance gains when trained with CCP. Based on CCP, we propose the first effective one-stage online MOTS method named CCPNet, which generates instance masks as well as the tracking results in one shot. Our CCPNet surpasses all state-of-the-art methods by large margins (3.8% higher sMOTSA and 4.1% higher MOTSA for pedestrians on the KITTI MOTS Validation) and ranks 1st on the KITTI MOTS leaderboard. Evaluations across three datasets also demonstrate the effectiveness of both CCP and CCPNet. Our codes are publicly available at: https://github.com/detectRecog/CCP." @default.
- W3203676240 created "2021-10-11" @default.
- W3203676240 creator A5010862273 @default.
- W3203676240 creator A5019604942 @default.
- W3203676240 creator A5021459992 @default.
- W3203676240 creator A5021863629 @default.
- W3203676240 creator A5054164872 @default.
- W3203676240 creator A5078030239 @default.
- W3203676240 date "2021-10-01" @default.
- W3203676240 modified "2023-10-14" @default.
- W3203676240 title "Continuous Copy-Paste for One-stage Multi-object Tracking and Segmentation" @default.
- W3203676240 cites W2150066425 @default.
- W3203676240 cites W2252355370 @default.
- W3203676240 cites W2603203130 @default.
- W3203676240 cites W2953920664 @default.
- W3203676240 cites W2963150697 @default.
- W3203676240 cites W2963271314 @default.
- W3203676240 cites W2963351448 @default.
- W3203676240 cites W2963516811 @default.
- W3203676240 cites W2963775509 @default.
- W3203676240 cites W2964325922 @default.
- W3203676240 cites W2964333437 @default.
- W3203676240 cites W2977487707 @default.
- W3203676240 cites W2982103617 @default.
- W3203676240 cites W2997408160 @default.
- W3203676240 cites W3034355852 @default.
- W3203676240 cites W3104778224 @default.
- W3203676240 cites W3110159886 @default.
- W3203676240 doi "https://doi.org/10.1109/iccv48922.2021.01504" @default.
- W3203676240 hasPublicationYear "2021" @default.
- W3203676240 type Work @default.
- W3203676240 sameAs 3203676240 @default.
- W3203676240 citedByCount "6" @default.
- W3203676240 countsByYear W32036762402022 @default.
- W3203676240 countsByYear W32036762402023 @default.
- W3203676240 crossrefType "proceedings-article" @default.
- W3203676240 hasAuthorship W3203676240A5010862273 @default.
- W3203676240 hasAuthorship W3203676240A5019604942 @default.
- W3203676240 hasAuthorship W3203676240A5021459992 @default.
- W3203676240 hasAuthorship W3203676240A5021863629 @default.
- W3203676240 hasAuthorship W3203676240A5054164872 @default.
- W3203676240 hasAuthorship W3203676240A5078030239 @default.
- W3203676240 hasConcept C153180895 @default.
- W3203676240 hasConcept C154945302 @default.
- W3203676240 hasConcept C165696696 @default.
- W3203676240 hasConcept C31972630 @default.
- W3203676240 hasConcept C38652104 @default.
- W3203676240 hasConcept C41008148 @default.
- W3203676240 hasConcept C46686674 @default.
- W3203676240 hasConcept C56461940 @default.
- W3203676240 hasConcept C57501372 @default.
- W3203676240 hasConcept C89600930 @default.
- W3203676240 hasConceptScore W3203676240C153180895 @default.
- W3203676240 hasConceptScore W3203676240C154945302 @default.
- W3203676240 hasConceptScore W3203676240C165696696 @default.
- W3203676240 hasConceptScore W3203676240C31972630 @default.
- W3203676240 hasConceptScore W3203676240C38652104 @default.
- W3203676240 hasConceptScore W3203676240C41008148 @default.
- W3203676240 hasConceptScore W3203676240C46686674 @default.
- W3203676240 hasConceptScore W3203676240C56461940 @default.
- W3203676240 hasConceptScore W3203676240C57501372 @default.
- W3203676240 hasConceptScore W3203676240C89600930 @default.
- W3203676240 hasLocation W32036762401 @default.
- W3203676240 hasOpenAccess W3203676240 @default.
- W3203676240 hasPrimaryLocation W32036762401 @default.
- W3203676240 hasRelatedWork W1496222301 @default.
- W3203676240 hasRelatedWork W1590307681 @default.
- W3203676240 hasRelatedWork W1671936420 @default.
- W3203676240 hasRelatedWork W2353836703 @default.
- W3203676240 hasRelatedWork W2358353312 @default.
- W3203676240 hasRelatedWork W3207760230 @default.
- W3203676240 hasRelatedWork W41015297 @default.
- W3203676240 hasRelatedWork W4280645561 @default.
- W3203676240 hasRelatedWork W4285370786 @default.
- W3203676240 hasRelatedWork W4312814274 @default.
- W3203676240 isParatext "false" @default.
- W3203676240 isRetracted "false" @default.
- W3203676240 magId "3203676240" @default.
- W3203676240 workType "article" @default.