Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386072165> ?p ?o ?g. }
- W4386072165 abstract "Masked Modeling (MM) has demonstrated widespread success in various vision challenges, by reconstructing masked visual patches. Yet, applying MM for large-scale 3D scenes remains an open problem due to the data sparsity and scene complexity. The conventional random masking paradigm used in 2D images often causes a high risk of ambiguity when recovering the masked region of 3D scenes. To this end, we propose a novel informative-preserved reconstruction, which explores local statistics to discover and preserve the representative structured points, effectively enhancing the pretext masking task for 3D scene understanding. Integrated with a progressive reconstruction manner, our method can concentrate on modeling regional geometry and enjoy less ambiguity for masked reconstruction. Besides, such scenes with progressive masking ratios can also serve to self-distill their intrinsic spatial consistency, requiring to learn the consistent representations from unmasked areas. By elegantly combining informative-preserved reconstruction on masked areas and consistency self-distillation from unmasked areas, a unified framework called MM-3DScene is yielded. We conduct comprehensive experiments on a host of downstream tasks. The consistent improvement (e.g., +6.1% mAP@0.5 on object detection and +2.2% mIoU on semantic segmentation) demonstrates the superiority of our approach." @default.
- W4386072165 created "2023-08-23" @default.
- W4386072165 creator A5012152127 @default.
- W4386072165 creator A5024718359 @default.
- W4386072165 creator A5054198217 @default.
- W4386072165 creator A5066673615 @default.
- W4386072165 creator A5072861783 @default.
- W4386072165 creator A5087818121 @default.
- W4386072165 creator A5091543199 @default.
- W4386072165 date "2023-06-01" @default.
- W4386072165 modified "2023-09-26" @default.
- W4386072165 title "MM-3DScene: 3D Scene Understanding by Customizing Masked Modeling with Informative-Preserved Reconstruction and Self-Distilled Consistency" @default.
- W4386072165 cites W1923184257 @default.
- W4386072165 cites W1988115241 @default.
- W4386072165 cites W2229637417 @default.
- W4386072165 cites W2460657278 @default.
- W4386072165 cites W2594519801 @default.
- W4386072165 cites W2780829839 @default.
- W4386072165 cites W2796426482 @default.
- W4386072165 cites W2904332125 @default.
- W4386072165 cites W2953668091 @default.
- W4386072165 cites W2960986959 @default.
- W4386072165 cites W2962759414 @default.
- W4386072165 cites W2963125977 @default.
- W4386072165 cites W2963182550 @default.
- W4386072165 cites W2963231572 @default.
- W4386072165 cites W2963509914 @default.
- W4386072165 cites W2964062501 @default.
- W4386072165 cites W2964339842 @default.
- W4386072165 cites W2979750740 @default.
- W4386072165 cites W2987861506 @default.
- W4386072165 cites W2988715931 @default.
- W4386072165 cites W2990613095 @default.
- W4386072165 cites W2997216793 @default.
- W4386072165 cites W3034239841 @default.
- W4386072165 cites W3034368386 @default.
- W4386072165 cites W3034482224 @default.
- W4386072165 cites W3034949383 @default.
- W4386072165 cites W3035524453 @default.
- W4386072165 cites W3145450063 @default.
- W4386072165 cites W3156636935 @default.
- W4386072165 cites W3158405343 @default.
- W4386072165 cites W3166573884 @default.
- W4386072165 cites W3171007011 @default.
- W4386072165 cites W3171433839 @default.
- W4386072165 cites W3172351327 @default.
- W4386072165 cites W3174510152 @default.
- W4386072165 cites W3191573718 @default.
- W4386072165 cites W3194197043 @default.
- W4386072165 cites W3202611145 @default.
- W4386072165 cites W4214526701 @default.
- W4386072165 cites W4214624153 @default.
- W4386072165 cites W4214755140 @default.
- W4386072165 cites W4226023638 @default.
- W4386072165 cites W4312270234 @default.
- W4386072165 cites W4312651419 @default.
- W4386072165 cites W4312804044 @default.
- W4386072165 cites W4313156423 @default.
- W4386072165 doi "https://doi.org/10.1109/cvpr52729.2023.00426" @default.
- W4386072165 hasPublicationYear "2023" @default.
- W4386072165 type Work @default.
- W4386072165 citedByCount "0" @default.
- W4386072165 crossrefType "proceedings-article" @default.
- W4386072165 hasAuthorship W4386072165A5012152127 @default.
- W4386072165 hasAuthorship W4386072165A5024718359 @default.
- W4386072165 hasAuthorship W4386072165A5054198217 @default.
- W4386072165 hasAuthorship W4386072165A5066673615 @default.
- W4386072165 hasAuthorship W4386072165A5072861783 @default.
- W4386072165 hasAuthorship W4386072165A5087818121 @default.
- W4386072165 hasAuthorship W4386072165A5091543199 @default.
- W4386072165 hasConcept C105795698 @default.
- W4386072165 hasConcept C109950114 @default.
- W4386072165 hasConcept C142362112 @default.
- W4386072165 hasConcept C153180895 @default.
- W4386072165 hasConcept C153349607 @default.
- W4386072165 hasConcept C154945302 @default.
- W4386072165 hasConcept C165064840 @default.
- W4386072165 hasConcept C199360897 @default.
- W4386072165 hasConcept C2776436953 @default.
- W4386072165 hasConcept C2777402240 @default.
- W4386072165 hasConcept C2780522230 @default.
- W4386072165 hasConcept C31972630 @default.
- W4386072165 hasConcept C33923547 @default.
- W4386072165 hasConcept C41008148 @default.
- W4386072165 hasConcept C89600930 @default.
- W4386072165 hasConceptScore W4386072165C105795698 @default.
- W4386072165 hasConceptScore W4386072165C109950114 @default.
- W4386072165 hasConceptScore W4386072165C142362112 @default.
- W4386072165 hasConceptScore W4386072165C153180895 @default.
- W4386072165 hasConceptScore W4386072165C153349607 @default.
- W4386072165 hasConceptScore W4386072165C154945302 @default.
- W4386072165 hasConceptScore W4386072165C165064840 @default.
- W4386072165 hasConceptScore W4386072165C199360897 @default.
- W4386072165 hasConceptScore W4386072165C2776436953 @default.
- W4386072165 hasConceptScore W4386072165C2777402240 @default.
- W4386072165 hasConceptScore W4386072165C2780522230 @default.
- W4386072165 hasConceptScore W4386072165C31972630 @default.
- W4386072165 hasConceptScore W4386072165C33923547 @default.
- W4386072165 hasConceptScore W4386072165C41008148 @default.
- W4386072165 hasConceptScore W4386072165C89600930 @default.