Matches in SemOpenAlex for { <https://semopenalex.org/work/W2612899399> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W2612899399 abstract "The studies of the network formed by social insects require the motion analysis of their interactions and movements in videos over an extended period of time. Automated detection is an important field of interest because it enables the motion analysis in large-scale experiments. When an automated detection method is applied to various insect types, the training task often involves the collection of a large number of labels provided by human experts. To save the experts' time and effort, unlabeled data have been recently employed to supplement the training. In this paper, we utilize the spatiotemporal connectivity of the unlabeled data to regulate the training of a detector on a new insect type. Our key contribution is integrating the spatiotemporal connectivity among the unlabeled samples to determine the weighting scheme of the existing classifiers from multiple sources. The evaluation on 3 data sets of social insects consisting of 6,000 samples demonstrates that a detector trained using our method can achieve comparable performance to previous approaches while reducing the training labels up to 16 times. Since the proposed method is based on regularizing the unlabeled samples based on their spatiotemporal connectivity, we refer to it as the Spatio-Temporally Regularized Adaptive Learning (STRAL)." @default.
- W2612899399 created "2017-05-19" @default.
- W2612899399 creator A5037102683 @default.
- W2612899399 creator A5056792531 @default.
- W2612899399 date "2017-03-01" @default.
- W2612899399 modified "2023-09-26" @default.
- W2612899399 title "Detecting Social Insects in Videos Using Spatiotemporal Regularization" @default.
- W2612899399 cites W1517534495 @default.
- W2612899399 cites W1967849786 @default.
- W2612899399 cites W2062179223 @default.
- W2612899399 cites W2075728230 @default.
- W2612899399 cites W2107804262 @default.
- W2612899399 cites W2122838776 @default.
- W2612899399 cites W2147179108 @default.
- W2612899399 cites W2165644552 @default.
- W2612899399 cites W2165698076 @default.
- W2612899399 cites W2166096645 @default.
- W2612899399 cites W2168020168 @default.
- W2612899399 cites W2618530766 @default.
- W2612899399 cites W2735735104 @default.
- W2612899399 cites W2950179405 @default.
- W2612899399 doi "https://doi.org/10.1109/wacv.2017.61" @default.
- W2612899399 hasPublicationYear "2017" @default.
- W2612899399 type Work @default.
- W2612899399 sameAs 2612899399 @default.
- W2612899399 citedByCount "0" @default.
- W2612899399 crossrefType "proceedings-article" @default.
- W2612899399 hasAuthorship W2612899399A5037102683 @default.
- W2612899399 hasAuthorship W2612899399A5056792531 @default.
- W2612899399 hasConcept C119857082 @default.
- W2612899399 hasConcept C124101348 @default.
- W2612899399 hasConcept C126838900 @default.
- W2612899399 hasConcept C153180895 @default.
- W2612899399 hasConcept C154945302 @default.
- W2612899399 hasConcept C183115368 @default.
- W2612899399 hasConcept C202444582 @default.
- W2612899399 hasConcept C2776135515 @default.
- W2612899399 hasConcept C2776145971 @default.
- W2612899399 hasConcept C33923547 @default.
- W2612899399 hasConcept C41008148 @default.
- W2612899399 hasConcept C71924100 @default.
- W2612899399 hasConcept C76155785 @default.
- W2612899399 hasConcept C94915269 @default.
- W2612899399 hasConcept C9652623 @default.
- W2612899399 hasConceptScore W2612899399C119857082 @default.
- W2612899399 hasConceptScore W2612899399C124101348 @default.
- W2612899399 hasConceptScore W2612899399C126838900 @default.
- W2612899399 hasConceptScore W2612899399C153180895 @default.
- W2612899399 hasConceptScore W2612899399C154945302 @default.
- W2612899399 hasConceptScore W2612899399C183115368 @default.
- W2612899399 hasConceptScore W2612899399C202444582 @default.
- W2612899399 hasConceptScore W2612899399C2776135515 @default.
- W2612899399 hasConceptScore W2612899399C2776145971 @default.
- W2612899399 hasConceptScore W2612899399C33923547 @default.
- W2612899399 hasConceptScore W2612899399C41008148 @default.
- W2612899399 hasConceptScore W2612899399C71924100 @default.
- W2612899399 hasConceptScore W2612899399C76155785 @default.
- W2612899399 hasConceptScore W2612899399C94915269 @default.
- W2612899399 hasConceptScore W2612899399C9652623 @default.
- W2612899399 hasLocation W26128993991 @default.
- W2612899399 hasOpenAccess W2612899399 @default.
- W2612899399 hasPrimaryLocation W26128993991 @default.
- W2612899399 hasRelatedWork W2023304261 @default.
- W2612899399 hasRelatedWork W2058415349 @default.
- W2612899399 hasRelatedWork W2123942981 @default.
- W2612899399 hasRelatedWork W2136880039 @default.
- W2612899399 hasRelatedWork W2143154864 @default.
- W2612899399 hasRelatedWork W2198997748 @default.
- W2612899399 hasRelatedWork W2593743960 @default.
- W2612899399 hasRelatedWork W2765269643 @default.
- W2612899399 hasRelatedWork W2900451465 @default.
- W2612899399 hasRelatedWork W2957946874 @default.
- W2612899399 hasRelatedWork W2964018834 @default.
- W2612899399 hasRelatedWork W2995098333 @default.
- W2612899399 hasRelatedWork W3026466904 @default.
- W2612899399 hasRelatedWork W3081339554 @default.
- W2612899399 hasRelatedWork W3091300685 @default.
- W2612899399 hasRelatedWork W3100713536 @default.
- W2612899399 hasRelatedWork W311213074 @default.
- W2612899399 hasRelatedWork W3154566103 @default.
- W2612899399 hasRelatedWork W3173824640 @default.
- W2612899399 hasRelatedWork W3196480172 @default.
- W2612899399 isParatext "false" @default.
- W2612899399 isRetracted "false" @default.
- W2612899399 magId "2612899399" @default.
- W2612899399 workType "article" @default.