Liu, Xialei - Search Results - UAB Digital Repository of Documents

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Books and collections, 1 records found Research literature, 1 records found

Books and collections	1 records found

9 p, 611.7 KB

Rotate your networks : better weight consolidation and less catastrophic forgetting / Liu, Xialei (Centre de Visió per Computador (Bellaterra, Catalunya)) ; Masana, Marc (Centre de Visió per Computador (Bellaterra, Catalunya)) ; Herranz, Luis (Centre de Visió per Computador (Bellaterra, Catalunya)) ; Weijer, Joost van de (Centre de Visió per Computador (Bellaterra, Catalunya)) ; López Peña, Antonio M. (Centre de Visió per Computador (Bellaterra, Catalunya)) ; Bagdanov, Andrew (Media Integration and Communication Center (Firenze))
In this paper we propose an approach to avoiding catastrophic forgetting in sequential task learning scenarios. Our technique is based on a network reparameterization that approximately diagonalizes the Fisher Information Matrix of the network parameters. [...]
Institute of Electrical and Electronics Engineers (IEEE), cop.2018 - DOI (Digital Object Identifier)

10.1109/ICPR.2018.8545895
2018 24th International Conference on Pattern Recognition (ICPR), 2018, p. 2262-2268

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Research literature	1 records found

126 p, 10.7 MB

Visual recognition in the wild : learning from rankings in small domains and continual learning in new domains / Liu, Xialei ; Weijer, Joost van de, dir. ; Bagdanov, Andrew, dir. ; Universitat Autònoma de Barcelona. Departament de Ciències de la Computació
Les xarxes neuronals convolucionals profundes (CNNs) han assolit resultats molt positius en diverses aplicacions de reconeixement visual, tals com classificació, detecció o segmentació d'imatges. En aquesta tesis, abordem dues limitacions de les CNNs. [...]
Las redes neuronales convolucionales profundas (CNNS) han alcanzado resultados muy positivos en diferentes aplicaciones de reconocimiento visual, tales como clasificación, detección o segmentación de imágenes. [...]
Deep convolutional neural networks (CNNs) have achieved superior performance in many visual recognition application, such as image classification, detection and segmentation. In this thesis we address two limitations of CNNs. [...]
2019

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See also: similar author names
7	Liu, X.
1	Liu, Xia
3	Liu, Xiandong
1	Liu, Xiangwen
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1	Liu, Xiaoting
1	Liu, Xiaoyu
4	Liu, Xin
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1	Liu, Xinglei
1	Liu, Xingmin
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3	Liu, Xuefeng
1	Liu, Xueyan
1	Liu, Xujun

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