StableMaterials: Enhancing Diversity in Material Generation via Semi-Supervised Learning
Clip-based Nearest Neighbor search.
We demonstrate ability of StableMaterials to generate new materials by evaluating a CLIP nearest neighbor search on the training data. This analysis confirms that the model efficiently generalizes beyond mere replication of its training set.
Input (StableMaterials generation) |
Nearest Neigbor #1 | Nearest Neigbor #2 | Nearest Neigbor #3 | Nearest Neigbor #4 |
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