Matches in SemOpenAlex for { <https://semopenalex.org/work/W4328114437> ?p ?o ?g. }
Showing items 1 to 91 of
91
with 100 items per page.
- W4328114437 abstract "Mixup provides interpolated training samples and allows the model to obtain smoother decision boundaries for better generalization. The idea can be naturally applied to the domain adaptation task, where we can mix the source and target samples to obtain domain-mixed samples for better adaptation. However, the extension of the idea from classification to segmentation (i.e., structured output) is nontrivial. This paper systematically studies the impact of mixup under the domain adaptaive semantic segmentation task and presents a simple yet effective mixup strategy called Bidirectional Domain Mixup (BDM). In specific, we achieve domain mixup in two-step: cut and paste. Given the warm-up model trained from any adaptation techniques, we forward the source and target samples and perform a simple threshold-based cut out of the unconfident regions (cut). After then, we fill-in the dropped regions with the other domain region patches (paste). In doing so, we jointly consider class distribution, spatial structure, and pseudo label confidence. Based on our analysis, we found that BDM leaves domain transferable regions by cutting, balances the dataset-level class distribution while preserving natural scene context by pasting. We coupled our proposal with various state-of-the-art adaptation models and observe significant improvement consistently. We also provide extensive ablation experiments to empirically verify our main components of the framework. Visit our project page with the code at https://sites.google.com/view/bidirectional-domain-mixup" @default.
- W4328114437 created "2023-03-22" @default.
- W4328114437 creator A5001991322 @default.
- W4328114437 creator A5032207625 @default.
- W4328114437 creator A5050850544 @default.
- W4328114437 creator A5052518459 @default.
- W4328114437 creator A5063681641 @default.
- W4328114437 creator A5066610198 @default.
- W4328114437 creator A5091422877 @default.
- W4328114437 date "2023-03-17" @default.
- W4328114437 modified "2023-09-26" @default.
- W4328114437 title "Bidirectional Domain Mixup for Domain Adaptive Semantic Segmentation" @default.
- W4328114437 doi "https://doi.org/10.48550/arxiv.2303.09779" @default.
- W4328114437 hasPublicationYear "2023" @default.
- W4328114437 type Work @default.
- W4328114437 citedByCount "0" @default.
- W4328114437 crossrefType "posted-content" @default.
- W4328114437 hasAuthorship W4328114437A5001991322 @default.
- W4328114437 hasAuthorship W4328114437A5032207625 @default.
- W4328114437 hasAuthorship W4328114437A5050850544 @default.
- W4328114437 hasAuthorship W4328114437A5052518459 @default.
- W4328114437 hasAuthorship W4328114437A5063681641 @default.
- W4328114437 hasAuthorship W4328114437A5066610198 @default.
- W4328114437 hasAuthorship W4328114437A5091422877 @default.
- W4328114437 hasBestOaLocation W43281144371 @default.
- W4328114437 hasConcept C11413529 @default.
- W4328114437 hasConcept C119857082 @default.
- W4328114437 hasConcept C120665830 @default.
- W4328114437 hasConcept C121332964 @default.
- W4328114437 hasConcept C134306372 @default.
- W4328114437 hasConcept C139807058 @default.
- W4328114437 hasConcept C153180895 @default.
- W4328114437 hasConcept C154945302 @default.
- W4328114437 hasConcept C162324750 @default.
- W4328114437 hasConcept C166957645 @default.
- W4328114437 hasConcept C177148314 @default.
- W4328114437 hasConcept C177264268 @default.
- W4328114437 hasConcept C187736073 @default.
- W4328114437 hasConcept C199360897 @default.
- W4328114437 hasConcept C205649164 @default.
- W4328114437 hasConcept C2776434776 @default.
- W4328114437 hasConcept C2776760102 @default.
- W4328114437 hasConcept C2777212361 @default.
- W4328114437 hasConcept C2779343474 @default.
- W4328114437 hasConcept C2780451532 @default.
- W4328114437 hasConcept C33923547 @default.
- W4328114437 hasConcept C36503486 @default.
- W4328114437 hasConcept C41008148 @default.
- W4328114437 hasConcept C89600930 @default.
- W4328114437 hasConcept C95623464 @default.
- W4328114437 hasConceptScore W4328114437C11413529 @default.
- W4328114437 hasConceptScore W4328114437C119857082 @default.
- W4328114437 hasConceptScore W4328114437C120665830 @default.
- W4328114437 hasConceptScore W4328114437C121332964 @default.
- W4328114437 hasConceptScore W4328114437C134306372 @default.
- W4328114437 hasConceptScore W4328114437C139807058 @default.
- W4328114437 hasConceptScore W4328114437C153180895 @default.
- W4328114437 hasConceptScore W4328114437C154945302 @default.
- W4328114437 hasConceptScore W4328114437C162324750 @default.
- W4328114437 hasConceptScore W4328114437C166957645 @default.
- W4328114437 hasConceptScore W4328114437C177148314 @default.
- W4328114437 hasConceptScore W4328114437C177264268 @default.
- W4328114437 hasConceptScore W4328114437C187736073 @default.
- W4328114437 hasConceptScore W4328114437C199360897 @default.
- W4328114437 hasConceptScore W4328114437C205649164 @default.
- W4328114437 hasConceptScore W4328114437C2776434776 @default.
- W4328114437 hasConceptScore W4328114437C2776760102 @default.
- W4328114437 hasConceptScore W4328114437C2777212361 @default.
- W4328114437 hasConceptScore W4328114437C2779343474 @default.
- W4328114437 hasConceptScore W4328114437C2780451532 @default.
- W4328114437 hasConceptScore W4328114437C33923547 @default.
- W4328114437 hasConceptScore W4328114437C36503486 @default.
- W4328114437 hasConceptScore W4328114437C41008148 @default.
- W4328114437 hasConceptScore W4328114437C89600930 @default.
- W4328114437 hasConceptScore W4328114437C95623464 @default.
- W4328114437 hasLocation W43281144371 @default.
- W4328114437 hasOpenAccess W4328114437 @default.
- W4328114437 hasPrimaryLocation W43281144371 @default.
- W4328114437 hasRelatedWork W1507687735 @default.
- W4328114437 hasRelatedWork W2152148513 @default.
- W4328114437 hasRelatedWork W2510758617 @default.
- W4328114437 hasRelatedWork W2750946167 @default.
- W4328114437 hasRelatedWork W2897195263 @default.
- W4328114437 hasRelatedWork W2963500702 @default.
- W4328114437 hasRelatedWork W2989932438 @default.
- W4328114437 hasRelatedWork W3185185774 @default.
- W4328114437 hasRelatedWork W4206076898 @default.
- W4328114437 hasRelatedWork W4281397339 @default.
- W4328114437 isParatext "false" @default.
- W4328114437 isRetracted "false" @default.
- W4328114437 workType "article" @default.