FUKUCHI Tomohide
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開始行:
[[Members-Internal]]
CENTER:COLOR(#81A11F){SIZE(60){''Scaling Deep-Learning In...
CENTER:COLOR(#81A11F){SIZE(30){''(with Reconfigurable FPG...
//*NeuroSys progress meetings [#y5def809]
//-[[NeuroSys>https://adaptive.u-aizu.ac.jp/aslint/index....
//----
*Background and Motivation [#i60ccf0a]
*Research Goal [#b25c4f13]
The goal of this thesis is to propose a DNN (CNN) parall...
*Research Schedule [#i8112c11]
|Date|Task|
|☑Nov 1 ~ Dec 7, 2020|Resize MNIST dataset|
|Dec 21 ~ TBD|Update paper "Hand Gesture Processing with ...
|☑Dec 24 ~ Jan 8, 2021|EMG dataset collection using...
|☑Jan 9 ~ 20, 2021|Implementing signal processing p...
|☑Jan 20 ~ Feb 28, 2021|Add source code and dataset...
|☑Jan 17 ~ 31, 2021|Help to revise ETLTC20210 papers|
|☑Feb 20 ~ 26, 2021|Test 3D printer|
|☑Mar 2 ~ Mar 5, 2021|Study AIRBiS project and writ...
|☑Mar 2 ~ Mar 12, 2021|Inference of batch test on F...
|☑Mar 12 ~ Mar 22, 2021|Inference of batch test on ...
|☑Mar 15 ~ Mar 23, 2021|Write Hardware Acceleration...
|☑Mar 24, 2021|Find source code in internet for par...
|☑Mar 26 ~ Apr 2, 2021|comparison to other works|
|☑Apr 3 ~ Apr 14, 2021|work on training on FPGA for...
|☑Apr 15 ~ Apr 28, 2021|Work on speed up for time c...
|☑Apr 29 ~ May 16|Modify speed up sample code for A...
|☑May 17 ~ June 25|Design new CNN mapping algorithm|
|☑June 21 ~ August 2|Prepare and improve the paper ...
|☑June 26~ July 7|Evaluate CNN mapping algorithm|
|☑July 17 ~ August 29|Prepare a paper for other pub...
|☑July 17 ~ July 30|Optimize convolution accelerati...
|☑Aug 12 ~ Aug 31| Improving paper, experiment of p...
|☑Sept 1 ~ Sept 30|Test and find the example code o...
|☑Oct 1~ Dec 3|Multithread on FPGA|
|☑Oct 30~ Nov 5|Making a slide for the Progress Rep...
|☑Oct 26 ~ Nov 19|Reading a paper "Federated Learni...
|☑Nov 19 ~ Nov 22|Understand and run the AIRBiS FL|
|☑Nov 23 ~ Dec 3|Convert the AIRBiS CNN to SNN|
|☑Dec 4 ~ Dec 18|Experiment and Evaluation of SNN i...
|☑Dec 19 ~ Dec 22|Setup of FPGA for SNN in HW|
|☑Dec 23 ~ Dec 30|Experiment and Evaluation of SNN ...
|☑Jan 4, 2022|Take a Mark's guidance on 5:30, new r...
|☑Jan 5 ~ Jan 13 , 2022|AIRBiS CNN to SNN Conversio...
|☑Jan 11, 2022|Making presentation for the AIRBiS C...
|☑Jan 15 ~ Jan 22, 2022|Understanding communication...
|☑Jan 23 ~ Jan 31, 2022|Understanding communication...
|☑Feb 1 ~ Feb 11, 2022|SNPC tutorial|
|☑Feb 11~ Feb 14, 2022|Accuracy in SNPC for MNIST c...
|Mar 15, 2022|Making presentation for the result of the c...
|☑Feb 15 ~ Feb 20, 2022|Simulating of the STDP lear...
|☑Feb 20 ~ Mar 3, 2022|Simulating of the STDP learn...
|☑Feb 3 ~ Mar 10, 2022|Evaluating the NASH for x-ra...
|☑Mar 9 ~ Mar 12|Update Introduction, Related Works...
|☑Mar 13 ~ Mar 16|Update Motivation, System Archite...
|☑Mar 17 ~ Mar 24|Update evaluation part|
|☑Mar 18, 17:00|Meeting with professor about the pr...
|☑Feb 8 ~ Mar 20, 2022|Explore the Poisson and sing...
|☑Mar 15 ~ Mar 21, 2022|Mapping AIRBiS SNN on NASH ...
|☑Mar 11 ~ Mar 20, 2022|Update the results in the I...
|Mar, 21 2022|Present the complete IEEE Access paper|
|☑April 21 ~ April 26|Developing SNN in SW for the ...
|☑April 27 ~ May 2|Evaluation of SNN in SW|
|May 3 ~ May 28|Developing SNN in HW for the pneumonia de...
|April 30 ~ May 30|Journal paper draft update|
|June~|Update the journal draft|
|May 26 ~ Jun 2|Weight quantization in matlab|
|Jun 3 ~ Jun 9|Modify the NASH for Chest X-ray image clas...
|Jun 10 ~ Jun 16|Evaluation of accuracy, power consumptio...
CENTER:COLOR(green){Schedule last updated on: 5/25/2022}
*Achievements [#g0c8f9db]
***Conference Papers [#yc693d3d]
-"Efficient AI-Enabled Pneumonia Detection in
Chest X-ray Images based on a Neuromorphic
Spiking Neural Network," 14th International Conference on...
---Submitted Version (5/9/2022),
([[latex>https://drive.google.com/file/d/1vacpoZKV2lGFUeO...
[[pdf>https://drive.google.com/file/d/1dfyHcqTMyv4Oq0gK-l...
-"AIRBIS-2: Neuromorphic-based Biomedical System for Pneu...
---Submitted Version (5/25/2022),
([[latex>https://drive.google.com/file/d/14IFcvBMTYZzcgUt...
[[pdf>https://drive.google.com/file/d/1YecQKrV6QYWBFIYW-1...
*Bibliography [#e0b24872]
*** Biomedical Apprication in ANN [#p4f63a6e]
- 2022 Abdulkareem, M., Petersen, S.E.: The promise of ai...
nosis, and epidemiology for combating covid-19: Beyond th...
tiers in Artificial Intelligence 4 (2021). 10.1109/LifeTe...
- 2021 Ahmed, I., Ahmad, M., Rodrigues, J.J., Jeon, G., D...
- 2021 Rahman, Tawsifur, et al. "Exploring the effect of ...
- 2021 Phea, Sinchhean, et al. "Optimization and Implemen...
- 2021 Nakamura, Miyuka, et al. "Comprehensive Study of C...
- 2021 Jain, Rachna, et al. "Deep learning based detectio...
- 2021 Abbas, Asmaa, Mohammed M. Abdelsamea, and Mohamed ...
- 2020 Mendoza, Julio, and Helio Pedrini. "Detection and ...
- 2020 Cohen, Joseph Paul, et al. "Covid-19 image data co...
- 2020 Apostolopoulos, Ioannis D., and Tzani A. Mpesiana....
- 2020 MZ, Che Azemin, et al. "COVID-19 Deep Learning Pre...
-2020 Han, Rui, et al. "Early clinical and CT manifestati...
- 2020 Lin, Tsung-Chieh, and Hsi-Chieh Lee. "Covid-19 che...
- 2019 Han, Rui, et al. "Early clinical and CT manifestat...
*** Block chain [#p4f63a6e]
- 2020 Zhuang, Yan, et al. "A patient-centric health info...
-2019 Lu, Yunlong, et al. "Blockchain and federated learn...
-2017 McMahan, Brendan, et al. "Communication-efficient l...
*** Hardware Acceleration of ANN [#p4f63a6e]
-2021 Goel, Garvit, et al. "ComputeCOVID19+: Accelerating...
-2019 Sun, Yuxi, Akram Ben Ahmed, and Hideharu Amano. "Ac...
-2016 Zhao, Wenlai, et al. "F-CNN: An FPGA-based framewor...
-2016 Chen, Yu-Hsin, et al. "Eyeriss: An energy-efficient...
*** Learning [#p4f63a6e]
-2020 Wang, Jun, et al. "Prior-attention residual learnin...
-2021 Muhammad, L. J., et al. "Supervised machine learnin...
-2017 Lee, Sunwoo, et al. "Parallel deep convolutional ne...
*** Neuromorphic system in HW [#p4f63a6e]
-2021 Ikechukwu, Ogbodo Mark, Khanh N. Dang, and Abderaze...
-2020 Song, Shihao, et al. "Compiling spiking neural netw...
-2020 Azghadi, Mostafa Rahimi, et al. "Hardware implement...
-2019 Frenkel, Charlotte, Jean-Didier Legat, and David Bo...
-2019 Bhanu, P. Veda, and Pranav Venkatesh Kulkarni. "Fau...
-2018 Frenkel, Charlotte, et al. "A 0.086-mm $^ 2 $12.7-p...
-2018 Bhanu, P. Veda, et al. "Torus topology based fault-...
-2015 Akopyan, Filipp, et al. "Truenorth: Design and tool...
*** Mapping [#p4f63a6e]
-2019 Balaji, Adarsha, et al. "Mapping spiking neural net...
-2018 Geng, Tong, et al. "FPDeep: Acceleration and load b...
* Links [#p4f63a6e]
-https://github.com/ChFrenkel/ODIN
-https://github.com/Enny1991/dvs_emg_fusion
-[[Hand Gesture Recognition>https://adaptive.u-aizu.ac.jp...
-EMG Gesture recognition database: The largest and most ...
[[Characterization of a Benchmark Database for Myoelectri...
-[[My Shared GoogleDrive>https://drive.google.com/drive/f...
-[[my MS research site>https://adaptive.u-aizu.ac.jp/asli...
-https://adaptive.u-aizu.ac.jp/aslint/index.php?Hand-gest...
終了行:
[[Members-Internal]]
CENTER:COLOR(#81A11F){SIZE(60){''Scaling Deep-Learning In...
CENTER:COLOR(#81A11F){SIZE(30){''(with Reconfigurable FPG...
//*NeuroSys progress meetings [#y5def809]
//-[[NeuroSys>https://adaptive.u-aizu.ac.jp/aslint/index....
//----
*Background and Motivation [#i60ccf0a]
*Research Goal [#b25c4f13]
The goal of this thesis is to propose a DNN (CNN) parall...
*Research Schedule [#i8112c11]
|Date|Task|
|☑Nov 1 ~ Dec 7, 2020|Resize MNIST dataset|
|Dec 21 ~ TBD|Update paper "Hand Gesture Processing with ...
|☑Dec 24 ~ Jan 8, 2021|EMG dataset collection using...
|☑Jan 9 ~ 20, 2021|Implementing signal processing p...
|☑Jan 20 ~ Feb 28, 2021|Add source code and dataset...
|☑Jan 17 ~ 31, 2021|Help to revise ETLTC20210 papers|
|☑Feb 20 ~ 26, 2021|Test 3D printer|
|☑Mar 2 ~ Mar 5, 2021|Study AIRBiS project and writ...
|☑Mar 2 ~ Mar 12, 2021|Inference of batch test on F...
|☑Mar 12 ~ Mar 22, 2021|Inference of batch test on ...
|☑Mar 15 ~ Mar 23, 2021|Write Hardware Acceleration...
|☑Mar 24, 2021|Find source code in internet for par...
|☑Mar 26 ~ Apr 2, 2021|comparison to other works|
|☑Apr 3 ~ Apr 14, 2021|work on training on FPGA for...
|☑Apr 15 ~ Apr 28, 2021|Work on speed up for time c...
|☑Apr 29 ~ May 16|Modify speed up sample code for A...
|☑May 17 ~ June 25|Design new CNN mapping algorithm|
|☑June 21 ~ August 2|Prepare and improve the paper ...
|☑June 26~ July 7|Evaluate CNN mapping algorithm|
|☑July 17 ~ August 29|Prepare a paper for other pub...
|☑July 17 ~ July 30|Optimize convolution accelerati...
|☑Aug 12 ~ Aug 31| Improving paper, experiment of p...
|☑Sept 1 ~ Sept 30|Test and find the example code o...
|☑Oct 1~ Dec 3|Multithread on FPGA|
|☑Oct 30~ Nov 5|Making a slide for the Progress Rep...
|☑Oct 26 ~ Nov 19|Reading a paper "Federated Learni...
|☑Nov 19 ~ Nov 22|Understand and run the AIRBiS FL|
|☑Nov 23 ~ Dec 3|Convert the AIRBiS CNN to SNN|
|☑Dec 4 ~ Dec 18|Experiment and Evaluation of SNN i...
|☑Dec 19 ~ Dec 22|Setup of FPGA for SNN in HW|
|☑Dec 23 ~ Dec 30|Experiment and Evaluation of SNN ...
|☑Jan 4, 2022|Take a Mark's guidance on 5:30, new r...
|☑Jan 5 ~ Jan 13 , 2022|AIRBiS CNN to SNN Conversio...
|☑Jan 11, 2022|Making presentation for the AIRBiS C...
|☑Jan 15 ~ Jan 22, 2022|Understanding communication...
|☑Jan 23 ~ Jan 31, 2022|Understanding communication...
|☑Feb 1 ~ Feb 11, 2022|SNPC tutorial|
|☑Feb 11~ Feb 14, 2022|Accuracy in SNPC for MNIST c...
|Mar 15, 2022|Making presentation for the result of the c...
|☑Feb 15 ~ Feb 20, 2022|Simulating of the STDP lear...
|☑Feb 20 ~ Mar 3, 2022|Simulating of the STDP learn...
|☑Feb 3 ~ Mar 10, 2022|Evaluating the NASH for x-ra...
|☑Mar 9 ~ Mar 12|Update Introduction, Related Works...
|☑Mar 13 ~ Mar 16|Update Motivation, System Archite...
|☑Mar 17 ~ Mar 24|Update evaluation part|
|☑Mar 18, 17:00|Meeting with professor about the pr...
|☑Feb 8 ~ Mar 20, 2022|Explore the Poisson and sing...
|☑Mar 15 ~ Mar 21, 2022|Mapping AIRBiS SNN on NASH ...
|☑Mar 11 ~ Mar 20, 2022|Update the results in the I...
|Mar, 21 2022|Present the complete IEEE Access paper|
|☑April 21 ~ April 26|Developing SNN in SW for the ...
|☑April 27 ~ May 2|Evaluation of SNN in SW|
|May 3 ~ May 28|Developing SNN in HW for the pneumonia de...
|April 30 ~ May 30|Journal paper draft update|
|June~|Update the journal draft|
|May 26 ~ Jun 2|Weight quantization in matlab|
|Jun 3 ~ Jun 9|Modify the NASH for Chest X-ray image clas...
|Jun 10 ~ Jun 16|Evaluation of accuracy, power consumptio...
CENTER:COLOR(green){Schedule last updated on: 5/25/2022}
*Achievements [#g0c8f9db]
***Conference Papers [#yc693d3d]
-"Efficient AI-Enabled Pneumonia Detection in
Chest X-ray Images based on a Neuromorphic
Spiking Neural Network," 14th International Conference on...
---Submitted Version (5/9/2022),
([[latex>https://drive.google.com/file/d/1vacpoZKV2lGFUeO...
[[pdf>https://drive.google.com/file/d/1dfyHcqTMyv4Oq0gK-l...
-"AIRBIS-2: Neuromorphic-based Biomedical System for Pneu...
---Submitted Version (5/25/2022),
([[latex>https://drive.google.com/file/d/14IFcvBMTYZzcgUt...
[[pdf>https://drive.google.com/file/d/1YecQKrV6QYWBFIYW-1...
*Bibliography [#e0b24872]
*** Biomedical Apprication in ANN [#p4f63a6e]
- 2022 Abdulkareem, M., Petersen, S.E.: The promise of ai...
nosis, and epidemiology for combating covid-19: Beyond th...
tiers in Artificial Intelligence 4 (2021). 10.1109/LifeTe...
- 2021 Ahmed, I., Ahmad, M., Rodrigues, J.J., Jeon, G., D...
- 2021 Rahman, Tawsifur, et al. "Exploring the effect of ...
- 2021 Phea, Sinchhean, et al. "Optimization and Implemen...
- 2021 Nakamura, Miyuka, et al. "Comprehensive Study of C...
- 2021 Jain, Rachna, et al. "Deep learning based detectio...
- 2021 Abbas, Asmaa, Mohammed M. Abdelsamea, and Mohamed ...
- 2020 Mendoza, Julio, and Helio Pedrini. "Detection and ...
- 2020 Cohen, Joseph Paul, et al. "Covid-19 image data co...
- 2020 Apostolopoulos, Ioannis D., and Tzani A. Mpesiana....
- 2020 MZ, Che Azemin, et al. "COVID-19 Deep Learning Pre...
-2020 Han, Rui, et al. "Early clinical and CT manifestati...
- 2020 Lin, Tsung-Chieh, and Hsi-Chieh Lee. "Covid-19 che...
- 2019 Han, Rui, et al. "Early clinical and CT manifestat...
*** Block chain [#p4f63a6e]
- 2020 Zhuang, Yan, et al. "A patient-centric health info...
-2019 Lu, Yunlong, et al. "Blockchain and federated learn...
-2017 McMahan, Brendan, et al. "Communication-efficient l...
*** Hardware Acceleration of ANN [#p4f63a6e]
-2021 Goel, Garvit, et al. "ComputeCOVID19+: Accelerating...
-2019 Sun, Yuxi, Akram Ben Ahmed, and Hideharu Amano. "Ac...
-2016 Zhao, Wenlai, et al. "F-CNN: An FPGA-based framewor...
-2016 Chen, Yu-Hsin, et al. "Eyeriss: An energy-efficient...
*** Learning [#p4f63a6e]
-2020 Wang, Jun, et al. "Prior-attention residual learnin...
-2021 Muhammad, L. J., et al. "Supervised machine learnin...
-2017 Lee, Sunwoo, et al. "Parallel deep convolutional ne...
*** Neuromorphic system in HW [#p4f63a6e]
-2021 Ikechukwu, Ogbodo Mark, Khanh N. Dang, and Abderaze...
-2020 Song, Shihao, et al. "Compiling spiking neural netw...
-2020 Azghadi, Mostafa Rahimi, et al. "Hardware implement...
-2019 Frenkel, Charlotte, Jean-Didier Legat, and David Bo...
-2019 Bhanu, P. Veda, and Pranav Venkatesh Kulkarni. "Fau...
-2018 Frenkel, Charlotte, et al. "A 0.086-mm $^ 2 $12.7-p...
-2018 Bhanu, P. Veda, et al. "Torus topology based fault-...
-2015 Akopyan, Filipp, et al. "Truenorth: Design and tool...
*** Mapping [#p4f63a6e]
-2019 Balaji, Adarsha, et al. "Mapping spiking neural net...
-2018 Geng, Tong, et al. "FPDeep: Acceleration and load b...
* Links [#p4f63a6e]
-https://github.com/ChFrenkel/ODIN
-https://github.com/Enny1991/dvs_emg_fusion
-[[Hand Gesture Recognition>https://adaptive.u-aizu.ac.jp...
-EMG Gesture recognition database: The largest and most ...
[[Characterization of a Benchmark Database for Myoelectri...
-[[My Shared GoogleDrive>https://drive.google.com/drive/f...
-[[my MS research site>https://adaptive.u-aizu.ac.jp/asli...
-https://adaptive.u-aizu.ac.jp/aslint/index.php?Hand-gest...
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