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| NO | Title, Author(s) (Publication Title, Volume Issue, Page, Issue Date) |
|---|---|
| The Hardware and Algorithm Co-Design for Energy-Efficient DNN Processor on Edge/Mobile Devices Lee, Jinsu; Kang, Sanghoon; Lee, Jinmook; Shin, Dongjoo; Han, Donghyeon; Yoo, Hoi-Jun, IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, v.67, no.10, pp.3458 - 3470, 2020-10 | |
| DT-CNN: An Energy-Efficient Dilated and Transposed Convolutional Neural Network Processor for Region of Interest Based Image Segmentation Im, Dongseok; Han, Donghyeon; Choi, Sungpill; Kang, Sanghoon; Yoo, Hoi-Jun, IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, v.67, no.10, pp.3471 - 3483, 2020-10 | |
| GANPU: An Energy-Efficient Multi-DNN Training Processor for GANs With Speculative Dual-Sparsity Exploitation Kang, Sanghoon; Han, Donghyeon; Lee, Juhyoung; Im, Dongseok; Kim, Sangyeob; Kim, Soyeon; Ryu, Junha; Yoo, Hoi-Jun, IEEE JOURNAL OF SOLID-STATE CIRCUITS, v.56, no.9, pp.2845 - 2857, 2021-09 | |
| PNPU: An Energy-Efficient Deep-Neural-Network Learning Processor with Stochastic Coarse-Fine Level Weight Pruning and Adaptive Input/Output/Weight Zero Skipping Kim, Sangyeob; Lee, Juhyoung; Kang, Sanghoon; Lee, Jinmook; Jo, Wooyoung; Yoo, Hoi-Jun, IEEE Solid-State Circuits Letters, v.4, pp.22 - 25, 2021 | |
| TSUNAMI: Triple Sparsity-Aware Ultra Energy-Efficient Neural Network Training Accelerator With Multi-Modal Iterative Pruning Kim, Sangyeob; Lee, Juhyoung; Kang, Sanghoon; Han, Donghyeon; Jo, Wooyoung; Yoo, Hoi-Jun, IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, v.69, no.4, pp.1494 - 1506, 2022-04 | |
| A Pipelined Point Cloud Based Neural Network Processor for 3-D Vision With Large-Scale Max Pooling Layer Prediction Im, Dongseok; Han, Donghyeon; Kang, Sanghoon; Yoo, Hoi-Jun, IEEE JOURNAL OF SOLID-STATE CIRCUITS, v.57, no.2, pp.661 - 670, 2022-02 | |
| An Energy-Efficient GAN Accelerator With On-Chip Training for Domain-Specific Optimization Kim, Soyeon; Kang, Sanghoon; Han, Donghyeon; Kim, Sangjin; Kim, Sangyeob; Yoo, Hoi-Jun, IEEE JOURNAL OF SOLID-STATE CIRCUITS, v.56, no.10, pp.2968 - 2980, 2021-10 | |
| An Overview of Sparsity Exploitation in CNNs for On-Device Intelligence With Software-Hardware Cross-Layer Optimizations Kang, Sanghoon; Park, Gwangtae; Kim, Sangjin; Kim, Soyeon; Han, Donghyeon; Yoo, Hoi-Jun, IEEE JOURNAL ON EMERGING AND SELECTED TOPICS IN CIRCUITS AND SYSTEMS, v.11, no.4, pp.634 - 648, 2021-12 | |
| Energy-Efficient DNN Training Processors on Micro-AI Systems Han, Donghyeon; Kang, Sanghoon; Kim, Sangyeob; Lee, Juhyoung; Yoo, Hoi-Jun, IEEE Open Journal of the Solid-State Circuits Society, v.2, pp.259 - 275, 2022-11 | |
| DSPU: An Efficient Deep Learning-Based Dense RGB-D Data Acquisition With Sensor Fusion and 3-D Perception SoC Im, Dongseok; Park, Gwangtae; Ryu, Junha; Li, Zhiyong; Kang, Sanghoon; Han, Donghyeon; Lee, Jinsu; Park, Wonhoon; Kwon, Hankyul; Yoo, Hoi-Jun, IEEE JOURNAL OF SOLID-STATE CIRCUITS, v.58, no.1, pp.177 - 188, 2023-01 |
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