Mining Data Impressions From Deep Models as Substitute for the Unavailable Training Data

Pretrained deep models hold their learnt knowledge in the form of model parameters. These parameters act as "memory" for the trained models and help them generalize well on unseen data. However, in absence of training data, the utility of a trained model is merely limited to either inferen...

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Bibliographische Detailangaben
Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 44(2022), 11 vom: 16. Nov., Seite 8465-8481
1. Verfasser: Nayak, Gaurav Kumar (VerfasserIn)
Weitere Verfasser: Mopuri, Konda Reddy, Jain, Saksham, Chakraborty, Anirban
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2022
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article Research Support, Non-U.S. Gov't