October Last Week Meeting Notes

[himanshunaidu]

These notes are for the meetings throughout the week between 27th October - 2nd November 2024.

The following notes are the progress and next steps for each sub-task.

1. Computer Vision Model update
   Assigned to Himanshu and Ihor.
   We now have a DeepLabv3 model, finetuned on CityScapes, being used in the application.
   It works much better than the previous model, in terms of class relevance and segmentation accuracy. However, the performance is quite unsatisfactory, so Himanshu is working on reducing the frames being processed per second, which will also improve the battery use. This may cause a less favorable UX, so we will be looking into this closely.

2. Segmentation Mask Post-Processing
   Assigned to Ihor and Dmytro.
   Repository has been created by Ihor: https://github.com/NaturalStupidlty/SegmentationMaskPostprocessing
   Both Ihor and Dmytro will be working on the post-processing of footway segments to find the centroid at each frame, which would possibly be tracked across frames.

3. API Transmission
   Assigned to Mariana and Himanshu.
   Mariana has gone through the document provided by the GoInfoGame team, and prepared notes.
   We will be starting with some basic set up of the API transmission code.

4. Annotation View Feature Improvement
   This work is currently contingent upon the work of Segmentation Mask Post-Processing and API Transmission.
   It hasn't been assigned yet, but Himanshu or Mariana will most likely be dealing with it.