FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3036765575> ?p ?o ?g. }

• W3036765575 abstract "We propose a novel pool-based Active Learning framework constructed on a sequential Graph Convolution Network (GCN). Each image's feature from a pool of data represents a node in the graph and the edges encode their similarities. With a small number of randomly sampled images as seed labelled examples, we learn the parameters of the graph to distinguish labelled vs unlabelled nodes by minimising the binary cross-entropy loss. GCN performs message-passing operations between the nodes, and hence, induces similar representations of the strongly associated nodes. We exploit these characteristics of GCN to select the unlabelled examples which are sufficiently different from labelled ones. To this end, we utilise the graph node embeddings and their confidence scores and adapt sampling techniques such as CoreSet and uncertainty-based methods to query the nodes. We flip the label of newly queried nodes from unlabelled to labelled, re-train the learner to optimise the downstream task and the graph to minimise its modified objective. We continue this process within a fixed budget. We evaluate our method on 6 different benchmarks:4 real image classification, 1 depth-based hand pose estimation and 1 synthetic RGB image classification datasets. Our method outperforms several competitive baselines such as VAAL, Learning Loss, CoreSet and attains the new state-of-the-art performance on multiple applications The implementations can be found here: https://github.com/razvancaramalau/Sequential-GCN-for-Active-Learning" @default.
• W3036765575 created "2020-06-25" @default.
• W3036765575 creator A5026743181 @default.
• W3036765575 creator A5063234434 @default.
• W3036765575 creator A5070402090 @default.
• W3036765575 date "2020-06-17" @default.
• W3036765575 modified "2023-09-26" @default.
• W3036765575 title "Sequential Graph Convolutional Network for Active Learning" @default.
• W3036765575 cites W1665214252 @default.
• W3036765575 cites W1686810756 @default.
• W3036765575 cites W1702419847 @default.
• W3036765575 cites W1854214752 @default.
• W3036765575 cites W1872312298 @default.
• W3036765575 cites W1901129140 @default.
• W3036765575 cites W1977983731 @default.
• W3036765575 cites W2085989833 @default.
• W3036765575 cites W2093414253 @default.
• W3036765575 cites W2099471712 @default.
• W3036765575 cites W2119821739 @default.
• W3036765575 cites W2150283722 @default.
• W3036765575 cites W2155319834 @default.
• W3036765575 cites W2163605009 @default.
• W3036765575 cites W2187089797 @default.
• W3036765575 cites W2194775991 @default.
• W3036765575 cites W2341862707 @default.
• W3036765575 cites W2395688401 @default.
• W3036765575 cites W2558748708 @default.
• W3036765575 cites W2597787948 @default.
• W3036765575 cites W2614195334 @default.
• W3036765575 cites W2624431344 @default.
• W3036765575 cites W2750384547 @default.
• W3036765575 cites W2770468159 @default.
• W3036765575 cites W2798820905 @default.
• W3036765575 cites W2808130788 @default.
• W3036765575 cites W2914666366 @default.
• W3036765575 cites W2948425579 @default.
• W3036765575 cites W2951326654 @default.
• W3036765575 cites W2951898572 @default.
• W3036765575 cites W2953301748 @default.
• W3036765575 cites W2956371155 @default.
• W3036765575 cites W2963119249 @default.
• W3036765575 cites W2963312446 @default.
• W3036765575 cites W2963767194 @default.
• W3036765575 cites W2963902936 @default.
• W3036765575 cites W2964015378 @default.
• W3036765575 cites W2964059111 @default.
• W3036765575 cites W2964121744 @default.
• W3036765575 cites W2970291982 @default.
• W3036765575 cites W2970693987 @default.
• W3036765575 cites W2972504598 @default.
• W3036765575 cites W2981275410 @default.
• W3036765575 cites W2986514296 @default.
• W3036765575 cites W2994968268 @default.
• W3036765575 cites W2996028985 @default.
• W3036765575 cites W3118608800 @default.
• W3036765575 cites W3464401 @default.
• W3036765575 doi "https://doi.org/10.48550/arxiv.2006.10219" @default.
• W3036765575 hasPublicationYear "2020" @default.
• W3036765575 type Work @default.
• W3036765575 sameAs 3036765575 @default.
• W3036765575 citedByCount "0" @default.
• W3036765575 crossrefType "posted-content" @default.
• W3036765575 hasAuthorship W3036765575A5026743181 @default.
• W3036765575 hasAuthorship W3036765575A5063234434 @default.
• W3036765575 hasAuthorship W3036765575A5070402090 @default.
• W3036765575 hasBestOaLocation W30367655751 @default.
• W3036765575 hasConcept C104317684 @default.
• W3036765575 hasConcept C119857082 @default.
• W3036765575 hasConcept C132525143 @default.
• W3036765575 hasConcept C153180895 @default.
• W3036765575 hasConcept C154945302 @default.
• W3036765575 hasConcept C185592680 @default.
• W3036765575 hasConcept C41008148 @default.
• W3036765575 hasConcept C55493867 @default.
• W3036765575 hasConcept C59404180 @default.
• W3036765575 hasConcept C66746571 @default.
• W3036765575 hasConcept C774472 @default.
• W3036765575 hasConcept C80444323 @default.
• W3036765575 hasConcept C81363708 @default.
• W3036765575 hasConceptScore W3036765575C104317684 @default.
• W3036765575 hasConceptScore W3036765575C119857082 @default.
• W3036765575 hasConceptScore W3036765575C132525143 @default.
• W3036765575 hasConceptScore W3036765575C153180895 @default.
• W3036765575 hasConceptScore W3036765575C154945302 @default.
• W3036765575 hasConceptScore W3036765575C185592680 @default.
• W3036765575 hasConceptScore W3036765575C41008148 @default.
• W3036765575 hasConceptScore W3036765575C55493867 @default.
• W3036765575 hasConceptScore W3036765575C59404180 @default.
• W3036765575 hasConceptScore W3036765575C66746571 @default.
• W3036765575 hasConceptScore W3036765575C774472 @default.
• W3036765575 hasConceptScore W3036765575C80444323 @default.
• W3036765575 hasConceptScore W3036765575C81363708 @default.
• W3036765575 hasLocation W30367655751 @default.
• W3036765575 hasLocation W30367655752 @default.
• W3036765575 hasLocation W30367655753 @default.
• W3036765575 hasOpenAccess W3036765575 @default.
• W3036765575 hasPrimaryLocation W30367655751 @default.
• W3036765575 hasRelatedWork W2136516428 @default.
• W3036765575 hasRelatedWork W2175746458 @default.
• W3036765575 hasRelatedWork W2621864722 @default.

• next