WebJul 10, 2024 · This article presents a new Self-growing and Pruning Generative Adversarial Network (SP-GAN) for realistic image generation. In contrast to traditional GAN models, our SP-GAN is able to dynamically adjust the size and architecture of a network in the training stage by using the proposed self-growing and pruning mechanisms. To be more specific, … WebThis article presents a new Self-growing and Pruning Generative Adversarial Network (SP-GAN) for realistic image generation. ... yielding the optimal scale of the network. Finally, we design a new adaptive loss function that is treated as a variable loss computational process for the training of the proposed SP-GAN model. By design, the ...
arXiv:1910.08906v1 [cs.LG] 20 Oct 2024
WebOct 20, 2024 · In this paper, we propose to reduce such cost for CNNs through a self-adaptive network pruning method (SANP). Our method introduces a general Saliency-and … WebSep 13, 2024 · Although deep convolutional neural networks (CNNs) have achieved significant success in computer vision applications, the real-world deployment of CNNs is often limited by computing resources and memory constraints. As a mainstream deep model compression technology, neural network pruning offers a promising prospect to … mercury mining and empire
Adaptive Dilated Network With Self-Correction Supervision for …
WebOct 20, 2024 · In this paper, we propose to reduce such cost for CNNs through a self-adaptive network pruning method (SANP). Our method introduces a general Saliency-and-Pruning Module (SPM) for each convolutional layer, which learns to predict saliency scores and applies pruning for each channel. WebJun 14, 2024 · The training of recurrent neural networks (RNNs) concerns the selection of their structures and the connection weights. To efficiently enhance generalization … WebFirst, self-adaptive neuron growing and pruning indexes are proposed based on the idea of biological neuron grow factor and neuron competition, respectively. The FNN structure is dynamically adjusted according to the growing and pruning indexes of hidden neurons. how old is kreese from cobra kai