AIRBiS project

Algorithm-Architecture Co-design of AI-Enabled Real-time Bio-system

AIRBiS progress meeting†

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Background and Motivation†

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Research Goal†

I will research about a software-hardware Co-design of AI-Enabled Real-time Bio-system.

The research includes the following:

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Research Schedule†

DateTask
☑️Aug 1st - Oct 31, 2020Running demos and study of SW/HW tools in ASL Guidance.
☑️Nov 1st - Nov 15, 2020Prepare paper for "Biomedical Circuits and Systems".
☑️Nov 16 - Nov 23, 2020Check the CNN program from Okada, run on ZCU102 FPGA board and record result.
☑️Nov 23 - Nov 30, 2020Survey current reference papers, update paper for "Biomedical Circuits and Systems".
☑️Dec 1st - Dec 4, 2020Prepare airbis team report and preliminary results in paper.
☑️Dec 4 - Dec 11, 2020Revise and submit papers for ETLTC2021.
☑️Dec 12 - Dec 25, 2020Finish UI-FPGA-Communication function separately.
☑️Dec 18 - Dec 29, 2020Get preliminary results of the AIRBiS system.
☑️Jan 1st - Jan 15, 2021Read paper of "parallel CNN" and prepare slide for RPR1.
☑️Jan 16 - Jan 24, 2021Integrate the AIRBiS system program and get evaluation results.
☑️Jan 24 - Jan 29, 2021Summary the research of AIRBIS system and prepare slide for the RPS4.
☑️Feb 1 - Feb 10, 2021Read paper of "parallel CNN" and prepare slide for RPR2.
☑️Feb 8 - Feb 19, 2021Working on the hardware acceleration design evaluation in FPGA with a bigger input size(64*64 -> 128*128) and more complex CNN model.
☑️Feb 22 - Feb 26, 2021Implementing FL experiment of 3 clients.
☑️Mar 1 - Mar 6, 2021Finish the implementation of COVID-19 test instead of anomalies test.
☑️Mar 8 - Mar 13, 2021Summarize the hardware part of AIRBiS and debug CNN code on pc and FPGA together with Fukuchi.
☑️Mar 15 - Apr 3, 2021Work on the experiment of CNN learning on FPGA.
☑️Apr 5 - Apr 10, 2021Extract information from related papers/researches about experiment results comparing.
☑️Apr 12, Apr 20, 2021Explore ROI solution for the AIRBiS project.
☑️Apr 21, May 6, 2021Read related papers/surveys and enrich the content of the AIRBiS project paper.
☑️May 7, May 19, 2021Carry out AIRBiS experiment with the new dataset.
☑️May 20 - June 5, 2021Deal with the accuracy problem of the new dataset.
☑️June 7 - June 16, 2021Summarize the result of hardware and debug with Xilinx sdsoc.
☑️June 17 - June 26, 2021Summarize the result of FPGA inference and CNN.
☑️June 27 - July 10, 2021Update UI and add heatmap function for COVID-19 detection.
July 12 - July 21, 2021Measure the power consumption of related platforms and the time-cost of convolution function in FPGA.
July 22 - July 31, 2021Finish the python inference evaluation and FL experiment.
Aug 1st - Aug 7, 2021Finish draft paper for "IEEE Transactions on Biomedical Engineering".
Aug 8 - Aug 14, 2021Improve the draft paper and submit it to "IEEE Transactions on Biomedical Engineering".
Aug 16, Sept , 2021Explore and evaluate the privacy-preserving and report-mechanism solutions for the AIRBiS project.
Oct , Oct , 2021Evaluate the report-mechanism function of the AIRBiS project.
Nov , Nov , 2021.
Schedule last updated on: 7/19/2021
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references†

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Updates†

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