Upload README.md
Browse files
README.md
CHANGED
@@ -1,7 +1,74 @@
|
|
1 |
-
|
2 |
-
|
3 |
-
|
4 |
-
|
5 |
-
|
6 |
-
|
7 |
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
1 |
+
# RefRef: A Synthetic Dataset and Benchmark for Reconstructing Scenes with Refractive and Reflective Objects
|
2 |
+
|
3 |
+
## Overview
|
4 |
+
**RefRef** is a synthetic dataset and benchmark for reconstructing scenes with **Ref**ractive-**Ref**lective objects. Our dataset includes 50 objects with varying complexity, from single-material to multi-material compositions with different Indices of Refraction (IoRs) and transparency levels. Each object is placed in two distinct scenes featuring ornate textures and patterns, resulting in 100 scenes in total.
|
5 |
+
|
6 |
+
## Directory Structure
|
7 |
+
|
8 |
+
```plaintext
|
9 |
+
RefRef_Dataset/
|
10 |
+
├── README.md
|
11 |
+
├── dataset_info/ # Metadata and dataset description files
|
12 |
+
│ ├── object_list.txt
|
13 |
+
│ ├── scene_list.txt
|
14 |
+
│ └── IoR_info.json # IoR values mapped to each object
|
15 |
+
├── image_data/ # Rendered images, depth maps, and masks for each object
|
16 |
+
│ ├── textured_cube_scene/
|
17 |
+
│ │ └── {simple_shapes, complex_shapes, household_items, lab_equipment}/
|
18 |
+
│ │ └── {object_name}/
|
19 |
+
│ │ ├── train/ # Training set
|
20 |
+
│ │ │ ├── r_0.png # RGB image
|
21 |
+
│ │ │ ├── r_0_depth_0000.png # Depth map
|
22 |
+
│ │ │ ├── r_0_mask_0000.png # Mask
|
23 |
+
│ │ │ ├── r_1.png
|
24 |
+
│ │ │ ├── r_1_depth_0000.png
|
25 |
+
│ │ │ ├── r_1_mask_0000.png
|
26 |
+
│ │ │ └── ...
|
27 |
+
│ │ ├── val/ # Validation set
|
28 |
+
│ │ ├── test/ # Testing set
|
29 |
+
│ │ ├── transforms_train.json
|
30 |
+
│ │ ├── transforms_val.json
|
31 |
+
│ │ └── transforms_test.json
|
32 |
+
│ ├── textured_sphere_scene/
|
33 |
+
│ └── ...
|
34 |
+
├── mesh_files/ # 3D mesh files (.ply format) for each object
|
35 |
+
│ └── {simple_shapes, complex_shapes, household_items, lab_equipment}/
|
36 |
+
│ └── ...
|
37 |
+
├── blender_files/ # Blender source files for each object, organised by scene
|
38 |
+
│ ├── bgpanels_cube/ # Background panels for cube scene
|
39 |
+
│ ├── bgpanels_sphere/ # Background panels for sphere scene
|
40 |
+
│ └── {textured_cube_scene, textured_sphere_scene}/
|
41 |
+
│ └── ...
|
42 |
+
└── benchmarks/ # Benchmark results from various methods
|
43 |
+
├── oracle_method/
|
44 |
+
├── Zip-NeRF/
|
45 |
+
├── Ray Deformation/
|
46 |
+
├── MS-NeRF/
|
47 |
+
├── NeUS/
|
48 |
+
└── ...
|
49 |
+
```
|
50 |
+
|
51 |
+
## Object and Scenes
|
52 |
+
|
53 |
+
The dataset includes 50 objects categorised into four groups based on their complexity, material composition, and shape:
|
54 |
+
1. **simple_shapes**: Basic geometries with single material.
|
55 |
+
2. **complex_shapes**: Intricate geometries with single material, such as sculptures.
|
56 |
+
3. **household_items**: Objects with potentially mixed materials, including items like wine glasses, plastic bottles, and teapots.
|
57 |
+
4. **lab_equipment**: Laboratory objects that may include single and multi-material compositions, such as beakers and test tubes.
|
58 |
+
|
59 |
+
Each object is placed in two distinct scenes:
|
60 |
+
- `textured_cube_scene/`: Objects placed within a textured cube environment.
|
61 |
+
- `textured_sphere_scene/`: Objects placed within a textured sphere environment.
|
62 |
+
|
63 |
+
## IoR Information
|
64 |
+
|
65 |
+
A single JSON file, `IoR_info.json`, will be provided in the `dataset_info/` directory. This file maps each object (by filename) to its Index of Refraction (IoR) values. This helps in identifying the IoR for each `.ply` file in `mesh_files`.
|
66 |
+
|
67 |
+
Example format for `IoR_info.json`:
|
68 |
+
```json
|
69 |
+
{
|
70 |
+
"cube.ply": {"IoR": 1.5},
|
71 |
+
"diamond.ply": {"IoR": 2.4},
|
72 |
+
"wine_glass_with_wine.ply": {"IoR": {"glass": 1.5, "wine": 1.33}},
|
73 |
+
...
|
74 |
+
}
|