Geometric Graph Embedding

[yogeshhk]

Input 2D Graph to a completely different (nodes, edges, coordinates) output 1D graph but with morphological similarity.
Graphs can be single-loop-graph for now, multiloop ones later. Mask or negative weight on hidden edge.

Need to come up with a way to generate geometric-graph embedding that will convolute at nodes (having coordinates) around arcs (having geometry, say, a set of point coordinates), then pool them to form a meaningful representation.

3DPoseLite: Stick to Mesh, pose estimation, 2 encoder 1 decoder VAE method, need to reverse to make it dimensions reduction.

https://openaccess.thecvf.com/content/WACV2021/papers/Dani_3DPoseLite_A_Compact_3D_Pose_Estimation_Using_Node_Embeddings_WACV_2021_paper.pdf

Real crux would be how to formulate pooling to aggregate all incident curves info plus node coordinates info into a single number!!