Segmentation (Semantic, Part, Instance, Panoptic)
Created: 29 Nov 2022, 09:57 AM | Modified: =dateformat(this.file.mtime,"dd MMM yyyy, hh:mm a")
Tags: knowledge, GeneralDL
Dense Prediction Tasks
- Refer to pixel-wise classification e.g. in instance segmentation, semantic segmentation
- Producing dense output for given input
- Unlike classification task!
Part segmentation task
https://arxiv.org/pdf/2106.06351.pdf
Panoptic segmentation
- Is a mix of instance segmentation and semantic segmentation
https://medium.com/@danielmechea/what-is-panoptic-segmentation-and-why-you-should-care-7f6c953d2a6a
Instance segmentation
https://pyimagesearch.com/2022/06/29/semantic-vs-instance-vs-panoptic-segmentation/