Deep neural network compression for pixel-level vision tasks

• المؤلف الرئيسي: He, Wei
• مؤلفون آخرون: Lam Siew Kei
• التنسيق: Thesis-Master by Research
• اللغة: English
• منشور في: Nanyang Technological University 2021
• الموضوعات: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
• الوصول للمادة أونلاين: https://hdl.handle.net/10356/150076

Deep convolutional neural networks (DCNNs) have demonstrated remarkable performance in many computer vision tasks. In order to achieve this, DCNNs typically require a large number of trainable parameters that are optimized to extract informative features. This often results in over-parameterization...