Efficient Convolution Neural Network Software Implementation and DS Preprocessing for AIRBiS

AIRBiS progress meeting†

↑

Background†

With the Coronavirus disease (COVID-19) disrupting large part of the world, the number of patients has grown progressively. For dealing with this serious emergency, accurate diagnosis and fast reporting are two significant mechanisms.

↑

Research Goal†

  1. Search and collect X-ray image datasets containing non-infected (normal) and infected (COVID-19) data given many open sources
  2. Perform pre-processing tasks, e.g. as follows:
    1. denoising
    2. resizing
    3. data augmentation
    4. segmentation
    5. we should also come up with other issues and corresponding strategies
  3. CNN implementation and evaluation
    1. A CNN-based architecture will be adopted for the binary classification task. Once the model learns the feature representation of the input images, a classifier can thus output the diagnosis result, i.e., normal or infected. Framework and language: TensorFlow (Keras), Python
    2. Using the diagnosis (classification) results to evaluate the performance of the CNN (e.g., detection accuracy)
AIRBiS-SW.png
↑

Research Schedule†

DateTask
☑️June 1 - July 15, 2020Making prototype CNN
☑️July 15 - Aug 15, 2020Preprocessing the Dataset
☑️Aug 15 - Aug 31, 2020Argumentation the Dataset
☑️Sep 1 - Oct 31, 2020Evaluation Dataset
☑️Nov 1 - Nov 16, 2020Evaluation CNN
☑️Nov 16 - Nov 25, 2020Writing a paper
☑️Nov 26 - Nov 30, 2020Writing a progress report
☑️Deadline for 1st Draft: 11th Dec 2020Preparing draft for International ACM conference
Winter vacation(Dec 13 - Dec 23, 2020)
Dec 24 - Jan 1st, 2021 -> after ACMExperiments with different CNN optimizers
☑️7th January, 2021[ACM] Acceptance/Rejection Notification
☑️Jan 7 - Jan 26Preparing a presentation
☑️Jan 7 - Jan 31Research of Real-time augmentation
Jan 7 - Jan 31Writing additional contents to paper
27-30 January, 2021[ACM] Conference
Feb 1st weekCorrecting 2nd draft
Feb 15Deadline for 2nd Draft
Feb 2nd, 3rd weekExperiments of Dataset condition
Feb 4th weekRT augmentation with several CNN
until Feb 28, 2021research about CNN-SW
Mar or Apr 1, 2021 -Integration of the whole AIRBiS system
Schedule last Updated on: 29/1/2021
↑

Research Progress†

↑

References†

トップ   新規 一覧 検索 最終更新   ヘルプ   最終更新のRSS