Results 21 to 30 of about 377,372 (346)
ThiNet: A Filter Level Pruning Method for Deep Neural Network Compression [PDF]
IEEE International Conference on Computer Vision, 2017 We propose an efficient and unified framework, namely ThiNet, to simultaneously accelerate and compress CNN models in both training and inference stages.
Jian-Hao Luo, Jianxin Wu, Weiyao Lin
semanticscholar +1 more source
Outlier Weighed Layerwise Sparsity (OWL): A Missing Secret Sauce for Pruning LLMs to High Sparsity [PDF]
International Conference on Machine Learning, 2023 Large Language Models (LLMs), renowned for their remarkable performance across diverse domains, present a challenge when it comes to practical deployment due to their colossal model size.
Lu Yin +9 more
semanticscholar +1 more source
Filter Pruning via Geometric Median for Deep Convolutional Neural Networks Acceleration [PDF]
Computer Vision and Pattern Recognition, 2018 Previous works utilized “smaller-norm-less-important” criterion to prune filters with smaller norm values in a convolutional neural network. In this paper, we analyze this norm-based criterion and point out that its effectiveness depends on two ...
Yang He +4 more
semanticscholar +1 more source
Structural Pruning for Diffusion Models [PDF]
Neural Information Processing Systems, 2023 Generative modeling has recently undergone remarkable advancements, primarily propelled by the transformative implications of Diffusion Probabilistic Models (DPMs).
Gongfan Fang, Xinyin Ma, Xinchao Wang
semanticscholar +1 more source
Mathematics, 2023 Among various network compression methods, network pruning has developed rapidly due to its superior compression performance. However, the trivial pruning threshold limits the compression performance of pruning.
Yunlong Ding, Di-Rong Chen
doaj +1 more source
PRUNE (prune exopolyphosphatase) [PDF]
Atlas of Genetics and Cytogenetics in Oncology and Haematology, 2014 Short communication on PRUNE, with data on DNA/RNA, on the protein encoded and where the gene is implicated.
openaire +2 more sources
Long-Term Evaluation of the Influence of Mechanical Pruning on Olive Growing [PDF]
, 2012 In Portugal, olive (Olea europaea L.) groves with the traditional tree density of around 100 trees ha -1, necessitate increasing pruning costs every year. As a result farmers tend to lengthen pruning intervals.
Dias, António Bento +2 more
core +1 more source
Jurnal Ilmu Pertanian Indonesia, 2020 The research to improve the growth, production, and seed quality of Jack Bean (Canavalia ensiformis L.) through pruning, which was carried out from May to October 2016 in Purwasari Village, Dramaga, Bogor Regency and continued by seed testing at the Seed
Abdulah Sarijan +3 more
doaj +1 more source
Absorption Pruning of Deep Neural Network for Object Detection in Remote Sensing Imagery
Remote Sensing, 2022 In recent years, deep convolutional neural networks (DCNNs) have been widely used for object detection tasks in remote sensing images. However, the over-parametrization problem of DCNNs hinders their application in resource-constrained remote sensing ...
Jielei Wang +4 more
doaj +1 more source
Effect of mechanical pruning on the yield and quality of ‘Fortune’ mandarins
Spanish Journal of Agricultural Research, 2014 This work compares mechanical pruning followed up by hand pruning versus manual pruning in the case of ‘Fortune’ mandarins. Yield and fruit quality were measured over a three-year period.
Bernardo Martin-Gorriz +2 more
doaj +1 more source