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An FPGA-Based Transformer Accelerator With Parallel Unstructured Sparsity Handling for Question-Answering Applications Journal article
Cao, Rujian, Zhao, Zhongyu, Un, Ka Fai, Yu, Wei Han, Martins, Rui P., Mak, Pui In. An FPGA-Based Transformer Accelerator With Parallel Unstructured Sparsity Handling for Question-Answering Applications[J]. IEEE Transactions on Circuits and Systems II-Express Briefs, 2024, 71(11), 4688-4692.
Authors:  Cao, Rujian;  Zhao, Zhongyu;  Un, Ka Fai;  Yu, Wei Han;  Martins, Rui P.; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:4.0/3.7 | Submit date：2024/10/10
Sparse Matrices  Computational Modeling  Transformers  Hardware  Energy Efficiency  Circuits  Throughput  Dataflow  Digital Accelerator  Energy-efficient  Field-programmable Gate Array (Fpga)  Sparsity  Transformer  
Raptor-T: A Fused and Memory-Efficient Sparse Transformer for Long and Variable-Length Sequences Journal article
Wang, Hulin, Yang, Donglin, Xia, Yaqi, Zhang, Zheng, Wang, Qigang, Fan, Jianping, Zhou, Xiaobo, Cheng, Dazhao. Raptor-T: A Fused and Memory-Efficient Sparse Transformer for Long and Variable-Length Sequences[J]. IEEE TRANSACTIONS ON COMPUTERS, 2024, 73(7), 1852-1865.
Authors:  Wang, Hulin;  Yang, Donglin;  Xia, Yaqi;  Zhang, Zheng;  Wang, Qigang; et al.
Favorite | TC[WOS]:1 TC[Scopus]:1  IF:3.6/3.2 | Submit date：2024/05/16
Sparse Transformer  Inference Acceleration  Gpu  Deep Learning  Memory Optimization  Resource Management  
Learning to segment complex vessel-like structures with spectral transformer[Formula presented] Journal article
Liu, Huajun, Yang, Jing, Wang, Shidong, Kong, Hui, Chen, Qiang, Zhang, Haofeng. Learning to segment complex vessel-like structures with spectral transformer[Formula presented][J]. Expert Systems with Applications, 2024, 243, 122851.
Authors:  Liu, Huajun;  Yang, Jing;  Wang, Shidong;  Kong, Hui;  Chen, Qiang; et al.
Favorite | TC[WOS]:0 TC[Scopus]:0  IF:7.5/7.6 | Submit date：2024/05/16
Complex Structures Segmentation  Sparse Spectral Neural Operator  Spectral Transformer  
PTC-Net: Point-Wise Transformer With Sparse Convolution Network for Place Recognition Journal article
Chen, Lineng, Wang, Huan, Kong, Hui, Yang, Wankou, Ren, Mingwu. PTC-Net: Point-Wise Transformer With Sparse Convolution Network for Place Recognition[J]. IEEE Robotics and Automation Letters, 2023, 8(6), 3414-3421.
Authors:  Chen, Lineng;  Wang, Huan;  Kong, Hui;  Yang, Wankou;  Ren, Mingwu
Favorite | TC[WOS]:4 TC[Scopus]:6  IF:4.6/5.5 | Submit date：2023/07/20
Global Descriptor  Place Recognition  Sparse Convolution  Transformer