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Generating multi-scale graphs with alpha and omega trees

Images will be segmented into superpixels with using alpha and omega trees where each superpixel is treated as a graph node. To use multi-scale cues, multiple graphs will be generated using different alpha/omega values.

This idea is from the work of Wan et al. They used edge hops to create multi-scales. At the scale s, every superpixel xi is connected to its s-hop neighbors.

Generating reproducible results

Classification results from the model are not reproducible and learning through epochs is not stable.

Experimented with setting seed, causes every epoch to have the same accuracy.

Classification on Graphs

Instead of representing whole image as a graph, multiple graphs will be generated from the image and classification will be done using these graphs.

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