Ziyi (Thomas) Zhang

Introduction/Problem Statement

Method/General Pipeline

Results (image preprocessing and prediction)

Conclusion

Data collection of bird eye view stone images and respective volume data are conducte​d using blender and isaac sim. The preprocessing of image is done using segmentation and classification of different stone instances.
The model achieved accuracies of approximate 97% and 98% using resnet-34 and resnet-18. For future steps, the model will be deployed on real stone data to examine its performance.