Matches in SemOpenAlex for { <https://semopenalex.org/work/W3204239658> ?p ?o ?g. }
- W3204239658 abstract "Most of the state-of-the-art action recognition methods focus on offline learning, where the samples of all types of actions need to be provided at once. Here, we address continual learning of action recognition, where various types of new actions are continuously learned over time. This task is quite challenging, owing to the catastrophic forgetting problem stemming from the discrepancies between the previously learned actions and current new actions to be learned. Therefore, we propose Else-Net, a novel Elastic Semantic Network with multiple learning blocks to learn diversified human actions over time. Specifically, our Else-Net is able to automatically search and update the most relevant learning blocks w.r.t. the current new action, or explore new blocks to store new knowledge, preserving the unmatched ones to retain the knowledge of previously learned actions and alleviates forgetting when learning new actions. Moreover, even though different human actions may vary to a large extent as a whole, their local body parts can still share many homogeneous features. Inspired by this, our proposed Else-Net mines the shared knowledge of the decomposed human body parts from different actions, which benefits continual learning of actions. Experiments show that the proposed approach enables effective continual action recognition and achieves promising performance on two large-scale action recognition datasets." @default.
- W3204239658 created "2021-10-11" @default.
- W3204239658 creator A5023774415 @default.
- W3204239658 creator A5024724122 @default.
- W3204239658 creator A5027835055 @default.
- W3204239658 creator A5036631624 @default.
- W3204239658 creator A5067110746 @default.
- W3204239658 creator A5083239184 @default.
- W3204239658 date "2021-10-01" @default.
- W3204239658 modified "2023-10-01" @default.
- W3204239658 title "Else-Net: Elastic Semantic Network for Continual Action Recognition from Skeleton Data" @default.
- W3204239658 cites W1682403713 @default.
- W3204239658 cites W1777221758 @default.
- W3204239658 cites W2047057213 @default.
- W3204239658 cites W2424347275 @default.
- W3204239658 cites W2519711346 @default.
- W3204239658 cites W2560647685 @default.
- W3204239658 cites W2736334449 @default.
- W3204239658 cites W2776687321 @default.
- W3204239658 cites W2798644314 @default.
- W3204239658 cites W2948058585 @default.
- W3204239658 cites W2952587893 @default.
- W3204239658 cites W2960406243 @default.
- W3204239658 cites W2963076818 @default.
- W3204239658 cites W2963526497 @default.
- W3204239658 cites W2963924008 @default.
- W3204239658 cites W2964134613 @default.
- W3204239658 cites W2971486392 @default.
- W3204239658 cites W2981356320 @default.
- W3204239658 cites W3006892894 @default.
- W3204239658 cites W3034846572 @default.
- W3204239658 cites W3035225512 @default.
- W3204239658 cites W3107505289 @default.
- W3204239658 cites W3108280718 @default.
- W3204239658 cites W3109306201 @default.
- W3204239658 cites W3174053790 @default.
- W3204239658 cites W3203227473 @default.
- W3204239658 cites W4230005465 @default.
- W3204239658 doi "https://doi.org/10.1109/iccv48922.2021.01318" @default.
- W3204239658 hasPublicationYear "2021" @default.
- W3204239658 type Work @default.
- W3204239658 sameAs 3204239658 @default.
- W3204239658 citedByCount "18" @default.
- W3204239658 countsByYear W32042396582021 @default.
- W3204239658 countsByYear W32042396582022 @default.
- W3204239658 countsByYear W32042396582023 @default.
- W3204239658 crossrefType "proceedings-article" @default.
- W3204239658 hasAuthorship W3204239658A5023774415 @default.
- W3204239658 hasAuthorship W3204239658A5024724122 @default.
- W3204239658 hasAuthorship W3204239658A5027835055 @default.
- W3204239658 hasAuthorship W3204239658A5036631624 @default.
- W3204239658 hasAuthorship W3204239658A5067110746 @default.
- W3204239658 hasAuthorship W3204239658A5083239184 @default.
- W3204239658 hasBestOaLocation W32042396582 @default.
- W3204239658 hasConcept C119857082 @default.
- W3204239658 hasConcept C121332964 @default.
- W3204239658 hasConcept C138885662 @default.
- W3204239658 hasConcept C154945302 @default.
- W3204239658 hasConcept C162324750 @default.
- W3204239658 hasConcept C184337299 @default.
- W3204239658 hasConcept C187736073 @default.
- W3204239658 hasConcept C199360897 @default.
- W3204239658 hasConcept C2777212361 @default.
- W3204239658 hasConcept C2780451532 @default.
- W3204239658 hasConcept C2780791683 @default.
- W3204239658 hasConcept C2987834672 @default.
- W3204239658 hasConcept C41008148 @default.
- W3204239658 hasConcept C41895202 @default.
- W3204239658 hasConcept C62520636 @default.
- W3204239658 hasConcept C7149132 @default.
- W3204239658 hasConceptScore W3204239658C119857082 @default.
- W3204239658 hasConceptScore W3204239658C121332964 @default.
- W3204239658 hasConceptScore W3204239658C138885662 @default.
- W3204239658 hasConceptScore W3204239658C154945302 @default.
- W3204239658 hasConceptScore W3204239658C162324750 @default.
- W3204239658 hasConceptScore W3204239658C184337299 @default.
- W3204239658 hasConceptScore W3204239658C187736073 @default.
- W3204239658 hasConceptScore W3204239658C199360897 @default.
- W3204239658 hasConceptScore W3204239658C2777212361 @default.
- W3204239658 hasConceptScore W3204239658C2780451532 @default.
- W3204239658 hasConceptScore W3204239658C2780791683 @default.
- W3204239658 hasConceptScore W3204239658C2987834672 @default.
- W3204239658 hasConceptScore W3204239658C41008148 @default.
- W3204239658 hasConceptScore W3204239658C41895202 @default.
- W3204239658 hasConceptScore W3204239658C62520636 @default.
- W3204239658 hasConceptScore W3204239658C7149132 @default.
- W3204239658 hasLocation W32042396581 @default.
- W3204239658 hasLocation W32042396582 @default.
- W3204239658 hasOpenAccess W3204239658 @default.
- W3204239658 hasPrimaryLocation W32042396581 @default.
- W3204239658 hasRelatedWork W1551928752 @default.
- W3204239658 hasRelatedWork W2172806452 @default.
- W3204239658 hasRelatedWork W2321788238 @default.
- W3204239658 hasRelatedWork W2898549158 @default.
- W3204239658 hasRelatedWork W2912415823 @default.
- W3204239658 hasRelatedWork W3081342142 @default.
- W3204239658 hasRelatedWork W3132399924 @default.
- W3204239658 hasRelatedWork W4287327724 @default.
- W3204239658 hasRelatedWork W4287685299 @default.
- W3204239658 hasRelatedWork W4294557331 @default.