Life after first submission
Post date: Oct 5, 2011 8:23:45 PM
Things to show in the dissertation
- The structure prior is LESS important when the superpixel size gets BIGGER. [Experiment is here]
- Comparison of superpixel generators: Mori's and UCM.
- How to pick the scale of the DDT; What is the reason to pick 10, 50, 120, 300?
- Improve the feature extraction for DDT. Currently we use only CIELuv + position.
- Compare all the architectures of DDT
- Compare them with others.
- Use MSRC and BSDS500 dataset in addition to BSDS300
Dissertation-oriented list of work
- How can we define the scale of superpixel
- Using entropy? which is equivalent to the # of boundary pixel/# of whole pixel.
- Superpixel quality.
- In one superpixel algorithm, plot the accuracy vs # of superpixel used vs the entropy
- Make sure they are on the same scale!!!
- Importance of tree-structure prior
- meDDT vs GMiND
- leDDT vs GMiND
- Importance of the evidence in all the scale
- TSBN vs meTSBN
- leDDT vs meDDT
- Feature selection for image segmentation when using superpixel and generative model GMM
- Dimensionality reduction, PCA, SNE,
- Experiment on superGMM
- Variant architectures of DDT
- leDDT
- meDDT
- coDDT