Notice: The reproducibility variables underlying each score are classified using an automated LLM-based pipeline, validated against a manually labeled dataset. LLM-based classification introduces uncertainty and potential bias; scores should be interpreted as estimates. Full accuracy metrics and methodology are described in Coakley et alK. L. Coakley, T. Snelleman, H. Hoos, and O. E. Gundersen, "The embrace of open science: An analysis of a decade of AI research and 56 800 conference papers," Under Review, 2026..
ID-to-3D: Expressive ID-guided 3D Heads via Score Distillation Sampling
Authors: Francesca Babiloni, Alexandros Lattas, Jiankang Deng, Stefanos Zafeiriou
NeurIPS 2024 | Venue PDF | LLM Run Details
| Reproducibility Variable | Result | LLM Response |
|---|---|---|
| Research Type | Experimental | We assess the efficacy of ID-to-3D as a specialized method for ID-driven expressive human face generation in different scenarios and report comparative analysis against state-of-the-art text-to-3D and image-to-3D generation pipelines. Further analysis, implementation details and discussion can be found in additional material. Quantitative Comparisons: FID and User-Study. The evaluation of the generated 3D geometries and textures is performed using the Frechet Inception Distance (FID) metric [28]. |
| Researcher Affiliation | Academia | Francesca Babiloni, Alexandros Lattas, Jiankang Deng, Stefanos Zafeiriou Imperial College London, UK |
| Pseudocode | No | The paper does not contain any clearly labeled pseudocode or algorithm blocks. |
| Open Source Code | Yes | We base our method on public code, report our technical details in the supplemental materials, and will be releasing our code. We use already publicly available data, and will be open-sourcing our code. |
| Open Datasets | Yes | To overcome the need for a large-scale dataset, we leverage a small dataset of human heads with different expressions (NHPM) [24] |
| Dataset Splits | Yes | We include all the above details in the supplemental materials. |
| Hardware Specification | Yes | We have included the above details in the supplemental materials. |
| Software Dependencies | Yes | We have included the above details in the supplemental materials. |
| Experiment Setup | Yes | We include all the above details in the supplemental materials. |