"No one is harder on a talented person than the person themselves" - Linda Wilkinson ; "Trust your guts and don't follow the herd" ; "Validate direction not destination" ;

August 05, 2022

Computer vision challenges - Data Challenges / Updates

  • Dataset challenge - Easier to build age/gender with kaggle. If you need to build age gender for one country you can't find the dataset easily
  • Implementation challenges - Segmentation models in the real world do not work 100% perfectly. Github code to expected accuracy takes time
  • Post-processing - Color correction, noise detection, depth estimation multiple techniques we need to have to have a final smoothness
  • Maintenance / Update issues - mediapipe was released in 2020, The architecture/datasets are not shared in the general forum. There is no updated model at this point

The learning list consists of

  • Vision models awareness
  • Vision image processing techniques
  • Domain related aspects
  • MVP product knowledge
  • Making it work at scale 
  • Research Landscape
  • Data collection / techniques / models

Keep Exploring!!!


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