- 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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