Dongyeob Shin

Sensitivity based Error Resilient Techniques for Energy Efficient Deep Neural Network Accelerators

Wonseok Choi, Dongyeob Shin, Jongsun Park et al. · 2019 · 39 citations

Engineering, Computer Engineering, Computer Science +17

Exploiting Retraining-Based Mixed-Precision Quantization for Low-Cost DNN Accelerator Design

Nahsung Kim, Dongyeob Shin, Wonseok Choi et al. · IEEE Transactions on Neural Networks and Learning Systems · 2020 · 35 citations

Engineering, Computer Engineering, Computer Science +17

Sensitivity-Based Error Resilient Techniques With Heterogeneous Multiply–Accumulate Unit for Voltage Scalable Deep Neural Network Accelerators

Dongyeob Shin, Wonseok Choi, Jongsun Park et al. · IEEE Journal on Emerging and Selected Topics in Circuits and Systems · 2019 · 26 citations

Engineering, Computer Engineering, Computer Systems +17

Mosaic-CNN: A Combined Two-Step Zero Prediction Approach to Trade off Accuracy and Computation Energy in Convolutional Neural Networks

Cheolhwan Kim, Dongyeob Shin, Bohun Kim et al. · IEEE Journal on Emerging and Selected Topics in Circuits and Systems · 2018 · 20 citations

Engineering, Computer Engineering, Computer Science +13

Prediction Confidence based Low Complexity Gradient Computation for Accelerating DNN Training

Dongyeob Shin, Geonho Kim, Joongho Jo et al. · 2020 · 14 citations

Computing, Computer Engineering, Computer Science +17