Vasileios Belagiannis, Adrian Holzbock, Julia Hornauer
We lifted 6 functions out of this paper's own repositories and ran 3 of them in a sandbox. "Ran" means the function executed on a synthesized input and returned a value. It is not a reproduction of the paper's results.
| Repository | Role | Ran |
|---|---|---|
| jhornauer/mde_ood | canonical | 3 of 6 |
| Function | Status | Where it lives |
|---|---|---|
| get_metrics_ood | Ran | jhornauer/mde_ood/monodepth2_ood/evaluate_ood_kitti.py code served (permissive licence) · get_code("50b44a52da35bada") |
| h5_loader | Ran | jhornauer/mde_ood/monodepth2_ood/id_datasets/nyu_dataset.py code served (permissive licence) · get_code("c76f77ddf75da739") |
| rgb_loader | Ran | jhornauer/mde_ood/monodepth2_ood/ood_datasets/india_driving_dataset.py code served (permissive licence) · get_code("4c52fefa3528c764") |
| adjust_brightness | Not yet run | jhornauer/mde_ood/monodepth2_ood/id_datasets/transforms.py code served (permissive licence) · get_code("89384966174d44ff") |
| adjust_contrast | Not yet run | jhornauer/mde_ood/monodepth2_ood/id_datasets/transforms.py code served (permissive licence) · get_code("8bee1c36802f8893") |
| adjust_saturation | Not yet run | jhornauer/mde_ood/monodepth2_ood/id_datasets/transforms.py code served (permissive licence) · get_code("cff3e6cd63597420") |
Some links come from the archived Papers with Code dataset (CC BY-SA 4.0): attribution and licence.
Figure 1: Depth prediction (center) and absolute relative error (right) from a model trained on KITTI for images from KITTI (top, left; in-distribution: ID) and virtual KITTI (bottom, left; out-of-distribution: OOD): The depth prediction for virtual KITTI, which is not represented in the training distribution, is incorrect; therefore, the error is too high.
The same record, over MCP at https://syntology.ai/mcp:
get_harvested_code_for_paper("2308.06072")
get_code_for_paper("2308.06072")
have("2308.06072")
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