Pixel Distillation : Cost-Flexible Distillation Across Image Sizes and Heterogeneous Networks

Previous knowledge distillation (KD) methods mostly focus on compressing network architectures, which is not thorough enough in deployment as some costs like transmission bandwidth and imaging equipment are related to the image size. Therefore, we propose Pixel Distillation that extends knowledge di...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 12 vom: 02. Nov., Seite 9536-9550
1. Verfasser: Guo, Guangyu (VerfasserIn)
Weitere Verfasser: Zhang, Dingwen, Han, Longfei, Liu, Nian, Cheng, Ming-Ming, Han, Junwei
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article