| --- |
| license: other |
| license_name: research-only |
| tags: |
| - anomaly-segmentation |
| - out-of-distribution-detection |
| - normalizing-flows |
| - autonomous-driving |
| library_name: pytorch |
| --- |
| |
| # SAFe — trained conditional normalizing-flow checkpoints |
|
|
| Anonymous checkpoint release accompanying a paper submission under double-blind |
| review. This repository hosts the trained normalizing-flow weights; all |
| code, configs, and instructions are in the anonymized code repository linked |
| from the paper. |
|
|
| ## Contents |
|
|
| ``` |
| checkpoints/ |
| flows/ # trained conditional normalizing flows |
| convnext_l_res4_cityscapes/checkpoint_best.ckpt |
| convnext_l_res4_issu/checkpoint_best.ckpt |
| convnext_l_res5_cityscapes/checkpoint_best.ckpt |
| convnext_l_res5_issu/checkpoint_best.ckpt |
| vit_l_res5_cityscapes/checkpoint_best.ckpt |
| vit_l_res5_issu/checkpoint_best.ckpt |
| priors/ # per-class Gaussian priors |
| convnext_l_res4_cityscapes.pth |
| convnext_l_res4_issu.pth |
| convnext_l_res5_cityscapes.pth |
| convnext_l_res5_issu.pth |
| vit_l_cityscapes.pth |
| vit_l_issu.pth |
| ``` |
|
|
|
|
| | Checkpoint | Backbone | Feature level | Training data | |
| |---|---|---|---| |
| | `convnext_l_res4_cityscapes` | DINOv3 ConvNeXt-L | res4 | Cityscapes (train) | |
| | `convnext_l_res5_cityscapes` | DINOv3 ConvNeXt-L | res5 | Cityscapes (train) | |
| | `vit_l_res5_cityscapes` | DINOv3 ViT-L | last block | Cityscapes (train) | |
| | `convnext_l_res4_issu` | DINOv3 ConvNeXt-L | res4 | ISSU-static (train) | |
| | `convnext_l_res5_issu` | DINOv3 ConvNeXt-L | res5 | ISSU-static (train) | |
| | `vit_l_res5_issu` | DINOv3 ViT-L | last block | ISSU-static (train) | |
|
|
| ## Usage |
|
|
| Clone the anonymized code repository, then download this repo's `checkpoints/` |
| directory to the repo root: |
|
|
| ```python |
| from huggingface_hub import snapshot_download |
| |
| snapshot_download( |
| repo_id="<ANON-USER>/safe-checkpoints", |
| repo_type="model", |
| local_dir=".", |
| allow_patterns=["checkpoints/**"], |
| ) |
| ``` |
|
|
|
|
|
|
| ## License |
|
|
| Released for the purpose of peer review and research reproducibility only. |
|
|
