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HEAT: Efficient Vision Transformer Accelerator With Hybrid-Precision Quantization 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2025, 卷号: 72, 期号: 5, 页码: 758-762
作者:  Zhao, Pan;  Xue, Donghui;  Wu, Licheng;  Chang, Liang;  Tan, Haining;  Han, Yinhe;  Zhou, Jun
收藏  |  浏览/下载：2/0  |  提交时间：2025/06/25
Vision transformer  accelerator  hybrid-precision quantization  FPGA  Vision transformer  accelerator  hybrid-precision quantization  FPGA  
Attar: RRAM-based in-memory attention accelerator with software-hardware co-optimization 期刊论文
SCIENCE CHINA-INFORMATION SCIENCES, 2025, 卷号: 68, 期号: 3, 页码: 17
作者:  Li, Bing;  Qi, Ying;  Wang, Ying;  Han, Yinhe
收藏  |  浏览/下载：2/0  |  提交时间：2025/06/25
RRAM  computing-in-memory  attention  pruning  quantization  
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  
Per-Packet Traffic Measurement in Storage, Computation and Bandwidth Limited Data Plane 期刊论文
IEEE-ACM TRANSACTIONS ON NETWORKING, 2024, 页码: 13
作者:  Cong, Yinchuan;  Xie, Kun;  Wen, Jigang;  Zhang, Jiwei;  Yin, Yansong;  Zhang, Qingyi;  Xie, Gaogang;  Liang, Wei
收藏  |  浏览/下载：15/0  |  提交时间：2024/12/06
Sequence of packet lengths and arrival times (SPLT)  data plane  packet level measurement  in-network calculation  quantization  
An Automatic Neural Network Architecture-and-Quantization Joint Optimization Framework for Efficient Model Inference 期刊论文
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 卷号: 43, 期号: 5, 页码: 1497-1510
作者:  Liu, Lian;  Wang, Ying;  Zhao, Xiandong;  Chen, Weiwei;  Li, Huawei;  Li, Xiaowei;  Han, Yinhe
收藏  |  浏览/下载：52/0  |  提交时间：2024/12/06
Optimization  Quantization (signal)  Computer architecture  Training  Computational modeling  Integrated circuit modeling  Convergence  Automatic joint optimization  efficient model inference  network quantization  neural architecture search (NAS)  
AutoQNN: An End-to-End Framework for Automatically Quantizing Neural Networks 期刊论文
JOURNAL OF COMPUTER SCIENCE AND TECHNOLOGY, 2024, 卷号: 39, 期号: 2, 页码: 401-420
作者:  Gong, Cheng;  Lu, Ye;  Dai, Su-Rong;  Deng, Qian;  Du, Cheng-Kun;  Li, Tao
收藏  |  浏览/下载：17/0  |  提交时间：2024/12/06
automatic quantization  mixed precision  quantizing scheme search  quantizing precision learning  quantized architecture generation  
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  
PUGAN: Physical Model-Guided Underwater Image Enhancement Using GAN With Dual-Discriminators 期刊论文
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2023, 卷号: 32, 页码: 4472-4485
作者:  Cong, Runmin;  Yang, Wenyu;  Zhang, Wei;  Li, Chongyi;  Guo, Chun-Le;  Huang, Qingming;  Kwong, Sam
收藏  |  浏览/下载：29/0  |  提交时间：2023/12/04
Underwater image enhancement  generative adversarial network  physical model  degradation quantization  
稠密向量实体检索模型的二值化提速压缩 期刊论文
模式识别与人工智能, 2023, 卷号: 36, 期号: 1, 页码: 60
作者:  王苑铮;  范意兴;  陈薇;  张儒清;  郭嘉丰
收藏  |  浏览/下载：32/0  |  提交时间：2024/05/20
Entity Retrieval  Embedding Representation  Dense Vector Retrieval  Approximate Nearest Neighbor Retrieval  Product Quantization  实体检索  嵌入式表示  稠密向量检索  近似近邻检索  乘积量化  
CBREN: Convolutional Neural Networks for Constant Bit Rate Video Quality Enhancement 期刊论文
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2022, 卷号: 32, 期号: 7, 页码: 4138-4149
作者:  Zhao, Hengrun;  Zheng, Bolun;  Yuan, Shanxin;  Zhang, Hua;  Yan, Chenggang;  Li, Liang;  Slabaugh, Gregory
收藏  |  浏览/下载：52/0  |  提交时间：2022/12/07
Image coding  Quantization (signal)  Streaming media  Bit rate  Image restoration  Transform coding  Video recording  Quality enhancement  CBR compressed video  dual-domain restoration