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LighTN: Light-Weight Transformer Network for Performance-Overhead Tradeoff in Point Cloud Downsampling 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2025, 卷号: 27, 页码: 832-847
作者:  Wang, Xu;  Jin, Yi;  Cen, Yigang;  Wang, Tao;  Tang, Bowen;  Li, Yidong
收藏  |  浏览/下载：3/0  |  提交时间：2025/06/25
Task analysis  Point cloud compression  Transformers  Feature extraction  Voltage transformers  Three-dimensional displays  Deep learning  Point cloud  deep learning  downsampling  transformer  energy-efficient  
BIRD plus : Design of a Lightweight Communication Compressor for Resource-Constrained Distribution Learning Platforms 期刊论文
IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2024, 卷号: 35, 期号: 11, 页码: 2193-2207
作者:  Wu, Donglei;  Yang, Weihao;  Zou, Xiangyu;  Feng, Hao;  Tao, Dingwen;  Li, Shiyi;  Xia, Wen;  Fang, Binxing
收藏  |  浏览/下载：27/0  |  提交时间：2024/12/06
Indexes  Costs  Computational modeling  Distance learning  Computer aided instruction  Training  Tensors  Distributed learning  communication compression  random sampling  neural network  
Advancements in Accelerating Deep Neural Network Inference on AIoT Devices: A Survey 期刊论文
IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2024, 卷号: 9, 期号: 6, 页码: 830-847
作者:  Cheng, Long;  Gu, Yan;  Liu, Qingzhi;  Yang, Lei;  Liu, Cheng;  Wang, Ying
收藏  |  浏览/下载：6/0  |  提交时间：2025/06/25
Computational modeling  Hardware  Artificial neural networks  Optimization  Internet of Things  Adaptation models  Data models  AIoT devices  DNN inference  model compression  parallel computing  performance optimization  survey  
PDD: Pruning Neural Networks During Knowledge Distillation 期刊论文
COGNITIVE COMPUTATION, 2024, 页码: 11
作者:  Dan, Xi;  Yang, Wenjie;  Zhang, Fuyan;  Zhou, Yihang;  Yu, Zhuojun;  Qiu, Zhen;  Zhao, Boyuan;  Dong, Zeyu;  Huang, Libo;  Yang, Chuanguang
收藏  |  浏览/下载：22/0  |  提交时间：2024/12/06
Knowledge distillation  Model pruning  Model compression  
An adaptive joint optimization framework for pruning and quantization 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 页码: 17
作者:  Li, Xiaohai;  Yang, Xiaodong;  Zhang, Yingwei;  Yang, Jianrong;  Chen, Yiqiang
收藏  |  浏览/下载：24/0  |  提交时间：2024/12/06
Model compression  Network pruning  Quantization  Mutual learning  Multi-teacher knowledge distillation  
A Comprehensive Survey of 3D Dense Captioning: Localizing and Describing Objects in 3D Scenes 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2024, 卷号: 34, 期号: 3, 页码: 1322-1338
作者:  Yu, Ting;  Lin, Xiaojun;  Wang, Shuhui;  Sheng, Weiguo;  Huang, Qingming;  Yu, Jun
收藏  |  浏览/下载：28/0  |  提交时间：2024/05/20
Three-dimensional displays  Task analysis  Visualization  Point cloud compression  Grounding  Surveys  Solid modeling  3D dense captioning  vision-language bridging  visual captioning  3D point cloud  
Sketch-fusion: A gradient compression method with multi-layer fusion for communication-efficient distributed training 期刊论文
JOURNAL OF PARALLEL AND DISTRIBUTED COMPUTING, 2024, 卷号: 185, 页码: 10
作者:  Dai, Lingfei;  Gong, Luqi;  An, Zhulin;  Xu, Yongjun;  Diao, Boyu
收藏  |  浏览/下载：26/0  |  提交时间：2024/05/20
Gradient compression  Multi-layer fusion  Distributed stochastic gradient descent  Deep learning training  
DPQ: dynamic pseudo-mean mixed-precision quantization for pruned neural network 期刊论文
MACHINE LEARNING, 2024, 页码: 14
作者:  Pei, Songwen;  Wang, Jiyao;  Zhang, Bingxue;  Qin, Wei;  Xue, Hai;  Ye, Xiaochun;  Chen, Mingsong
收藏  |  浏览/下载：33/0  |  提交时间：2024/05/20
Big data  Compression  Deep learning  Pseudo-mean mixed-precision quantization  Pruned neural network  
Fpar: filter pruning via attention and rank enhancement for deep convolutional neural networks acceleration 期刊论文
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2024, 页码: 13
作者:  Chen, Yanming;  Wu, Gang;  Shuai, Mingrui;  Lou, Shubin;  Zhang, Yiwen;  An, Zhulin
收藏  |  浏览/下载：35/0  |  提交时间：2024/05/20
Neural network  Model compression  Filter pruning  Attention  Rank enhancement  CNNs  
Cross Modal Compression With Variable Rate Prompt 期刊论文
IEEE TRANSACTIONS ON MULTIMEDIA, 2024, 卷号: 26, 页码: 3444-3456
作者:  Gao, Junlong;  Li, Jiguo;  Jia, Chuanmin;  Wang, Shanshe;  Ma, Siwei;  Gao, Wen
收藏  |  浏览/下载：29/0  |  提交时间：2024/05/20
Cross modal compression  semantic fidelity  variable rate prompt