hololens/stable-diffusion-webui-depthmap-script

1# DA-2K Evaluation Benchmark
2
3## Introduction
4
5![DA-2K](assets/DA-2K.png)
6
7DA-2K is proposed in [Depth Anything V2](https://depth-anything-v2.github.io) to evaluate the relative depth estimation capability. It encompasses eight representative scenarios of `indoor`, `outdoor`, `non_real`, `transparent_reflective`, `adverse_style`, `aerial`, `underwater`, and `object`. It consists of 1K diverse high-quality images and 2K precise pair-wise relative depth annotations.
8
9Please refer to our [paper](https://arxiv.org/abs/2406.09414) for details in constructing this benchmark.
10
11
12## Usage
13
14Please first [download the benchmark](https://huggingface.co/datasets/depth-anything/DA-2K/tree/main).
15
16All annotations are stored in `annotations.json`. The annotation file is a JSON object where each key is the path to an image file, and the value is a list of annotations associated with that image. Each annotation describes two points and identifies which point is closer to the camera. The structure is detailed below:
17
18```
19{
20  "image_path": [
21    {
22      "point1": [h1, w1], # (vertical position, horizontal position)
23      "point2": [h2, w2], # (vertical position, horizontal position)
24      "closer_point": "point1" # we always set "point1" as the closer one
25    },
26    ...
27  ],
28  ...
29}
30```
31
32To visualize the annotations:
33```bash
34python visualize.py [--scene-type <type>]
35```
36
37**Options**
38- `--scene-type <type>` (optional): Specify the scene type (`indoor`, `outdoor`, `non_real`, `transparent_reflective`, `adverse_style`, `aerial`, `underwater`, and `object`). Skip this argument or set <type> as `""` to include all scene types.
39
40## Citation
41
42If you find this benchmark useful, please consider citing:
43
44```bibtex
45@article{depth_anything_v2,
46  title={Depth Anything V2},
47  author={Yang, Lihe and Kang, Bingyi and Huang, Zilong and Zhao, Zhen and Xu, Xiaogang and Feng, Jiashi and Zhao, Hengshuang},
48  journal={arXiv:2406.09414},
49  year={2024}
50}
51```