Instructions to use zhanxing/CS60003-HW3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- LeRobot
How to use zhanxing/CS60003-HW3 with LeRobot:
- Notebooks
- Google Colab
- Kaggle
| # Topic 1 Model Artifacts | |
| The Topic 1 artifacts are hosted in the Hugging Face model repository: | |
| https://huggingface.co/zhanxing/CS60003-HW3/tree/main/topic1 | |
| ## Weights | |
| | Artifact | Training setting | Main contents | | |
| |---|---|---| | |
| | `background_flowers_3dgs_7000.zip` | Mip-NeRF 360 Flowers, 3DGS, 7000 iterations | Gaussian point cloud, camera metadata, evaluation JSON | | |
| | `object_a_3dgs_7000.zip` | Captured object A, COLMAP + 3DGS, 7000 iterations | Gaussian point cloud, camera metadata, evaluation JSON | | |
| | `object_b_dreamfusion_1200.zip` | Text-to-3D DreamFusion, 1200 steps | checkpoint and resolved threestudio configs | | |
| | `object_c_zero123_freq_600.zip` | Stable Zero123, 600 steps | checkpoint and resolved threestudio configs | | |
| ## Validation Metrics | |
| - Object A 3DGS: SSIM `0.9222`, PSNR `24.2401`, LPIPS `0.1431`. | |
| - Flowers background 3DGS: SSIM `0.5455`, PSNR `20.8076`, LPIPS `0.4065`. | |
| - Object B exported mesh: 1024 vertices and 2044 faces. | |
| - Object C exported mesh: 11848 vertices and 23692 faces. | |
| The repository also contains exported meshes, sampled point clouds, preview images, and the final fusion preview video under the `topic1/` directory. | |