FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3137737307> ?p ?o ?g. }

• W3137737307 abstract "Domain Adaptation (DA) techniques are important for overcoming the domain shift between the source domain used for training and the target domain where testing takes place. However, current DA methods assume that the entire target domain is available during adaptation, which may not hold in practice. This paper considers a more realistic scenario, where target data become available in smaller batches and adaptation on the entire target domain is not feasible. In our work, we introduce a new, data-constrained DA paradigm where unlabeled target samples are received in batches and adaptation is performed continually. We propose a novel source-free method for continual unsupervised domain adaptation that utilizes a buffer for selective replay of previously seen samples. In our continual DA framework, we selectively mix samples from incoming batches with data stored in a buffer using buffer management strategies and use the combination to incrementally update our model. We evaluate the classification performance of the continual DA approach with state-of-the-art DA methods based on the entire target domain. Our results on three popular DA datasets demonstrate that our method outperforms many existing state-of-the-art DA methods with access to the entire target domain during adaptation." @default.
• W3137737307 created "2021-03-29" @default.
• W3137737307 creator A5022041853 @default.
• W3137737307 creator A5044494955 @default.
• W3137737307 creator A5045623579 @default.
• W3137737307 date "2021-03-19" @default.
• W3137737307 modified "2023-09-27" @default.
• W3137737307 title "ConDA: Continual Unsupervised Domain Adaptation." @default.
• W3137737307 cites W1565327149 @default.
• W3137737307 cites W1682040381 @default.
• W3137737307 cites W1682403713 @default.
• W3137737307 cites W1722318740 @default.
• W3137737307 cites W1861492603 @default.
• W3137737307 cites W1970073498 @default.
• W3137737307 cites W1981998044 @default.
• W3137737307 cites W2005295545 @default.
• W3137737307 cites W2031342017 @default.
• W3137737307 cites W2096698697 @default.
• W3137737307 cites W2097482982 @default.
• W3137737307 cites W2159291411 @default.
• W3137737307 cites W2160943791 @default.
• W3137737307 cites W2168101731 @default.
• W3137737307 cites W2194775991 @default.
• W3137737307 cites W2517041761 @default.
• W3137737307 cites W2560647685 @default.
• W3137737307 cites W2592141621 @default.
• W3137737307 cites W2593768305 @default.
• W3137737307 cites W2593814746 @default.
• W3137737307 cites W2627183927 @default.
• W3137737307 cites W2737492962 @default.
• W3137737307 cites W2744654301 @default.
• W3137737307 cites W2765407302 @default.
• W3137737307 cites W2766897166 @default.
• W3137737307 cites W2795155917 @default.
• W3137737307 cites W2883725317 @default.
• W3137737307 cites W2895723011 @default.
• W3137737307 cites W2948210185 @default.
• W3137737307 cites W2948959975 @default.
• W3137737307 cites W2953348396 @default.
• W3137737307 cites W2953816217 @default.
• W3137737307 cites W2954929116 @default.
• W3137737307 cites W2962793481 @default.
• W3137737307 cites W2963826681 @default.
• W3137737307 cites W2964189064 @default.
• W3137737307 cites W2981512393 @default.
• W3137737307 cites W2981705647 @default.
• W3137737307 cites W2982204955 @default.
• W3137737307 cites W2996787432 @default.
• W3137737307 cites W2998043922 @default.
• W3137737307 cites W3014641072 @default.
• W3137737307 cites W3015298734 @default.
• W3137737307 cites W3034401437 @default.
• W3137737307 cites W3034526587 @default.
• W3137737307 cites W3034591020 @default.
• W3137737307 cites W3035519852 @default.
• W3137737307 cites W3095253761 @default.
• W3137737307 cites W3107793237 @default.
• W3137737307 cites W3108280718 @default.
• W3137737307 cites W3113072161 @default.
• W3137737307 cites W2426267443 @default.
• W3137737307 hasPublicationYear "2021" @default.
• W3137737307 type Work @default.
• W3137737307 sameAs 3137737307 @default.
• W3137737307 citedByCount "0" @default.
• W3137737307 crossrefType "posted-content" @default.
• W3137737307 hasAuthorship W3137737307A5022041853 @default.
• W3137737307 hasAuthorship W3137737307A5044494955 @default.
• W3137737307 hasAuthorship W3137737307A5045623579 @default.
• W3137737307 hasConcept C119857082 @default.
• W3137737307 hasConcept C120665830 @default.
• W3137737307 hasConcept C121332964 @default.
• W3137737307 hasConcept C124101348 @default.
• W3137737307 hasConcept C134306372 @default.
• W3137737307 hasConcept C139807058 @default.
• W3137737307 hasConcept C154945302 @default.
• W3137737307 hasConcept C2776434776 @default.
• W3137737307 hasConcept C33923547 @default.
• W3137737307 hasConcept C36503486 @default.
• W3137737307 hasConcept C41008148 @default.
• W3137737307 hasConcept C95623464 @default.
• W3137737307 hasConceptScore W3137737307C119857082 @default.
• W3137737307 hasConceptScore W3137737307C120665830 @default.
• W3137737307 hasConceptScore W3137737307C121332964 @default.
• W3137737307 hasConceptScore W3137737307C124101348 @default.
• W3137737307 hasConceptScore W3137737307C134306372 @default.
• W3137737307 hasConceptScore W3137737307C139807058 @default.
• W3137737307 hasConceptScore W3137737307C154945302 @default.
• W3137737307 hasConceptScore W3137737307C2776434776 @default.
• W3137737307 hasConceptScore W3137737307C33923547 @default.
• W3137737307 hasConceptScore W3137737307C36503486 @default.
• W3137737307 hasConceptScore W3137737307C41008148 @default.
• W3137737307 hasConceptScore W3137737307C95623464 @default.
• W3137737307 hasLocation W31377373071 @default.
• W3137737307 hasOpenAccess W3137737307 @default.
• W3137737307 hasPrimaryLocation W31377373071 @default.
• W3137737307 hasRelatedWork W2520436654 @default.
• W3137737307 hasRelatedWork W2758609995 @default.
• W3137737307 hasRelatedWork W2922595719 @default.
• W3137737307 hasRelatedWork W2963826681 @default.
• W3137737307 hasRelatedWork W2976947428 @default.

• next