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metadata
license: other
library_name: diffusers
pipeline_tag: depth-estimation
base_model: tencent/DepthCrafter
datasets:
  - Soon122/PanoCARLA
tags:
  - depth-estimation
  - video-depth-estimation
  - panoramic-video
  - equirectangular
  - diffusers
  - pvdepth

PVDepth

This repository provides the UNet checkpoint for PVDepth: Panoramic Video Depth Estimation via Geometry-Aware Spatiotemporal Adaptation. It estimates temporally consistent relative inverse depth from equirectangular images and videos.

Usage

GPU_ID=0 bash run_infer_any.sh \
  <input_path> \
  Soon122/PVDepth \
  ./outputs

See the PVDepth repository for installation and usage. The training dataset is available at PanoCARLA.

Citation

@inproceedings{song2026pvdepth,
  author    = {Song, Chuanxin and Peng, Peixi},
  title     = {PVDepth: Panoramic Video Depth Estimation via Geometry-Aware Spatiotemporal Adaptation},
  booktitle = {ICML},
  year      = {2026}
}

License

This checkpoint is subject to the upstream licenses of DepthCrafter and Stable Video Diffusion. See the PVDepth repository for details.