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, PSNR24.2401, LPIPS0.1431. - Flowers background 3DGS: SSIM
0.5455, PSNR20.8076, LPIPS0.4065. - 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.