3dlg-hcvc/r3ds

R3DS: Reality-linked 3D Scenes for Panoramic Scene Understanding

ECCV 2024

Qirui Wu, Sonia Raychaudhuri, Daniel Ritchie, Manolis Savva, Angel X. Chang

Project | arXiv | Data

This is the official version of the R3DS dataset. You can request access and proceed to checkout the data:

git clone [email protected]:datasets/3dlg-hcvc/rlsd

The dataset is structured into different folders:

mp3d_arch -- contains a subset of the Matterport3D architecture files that we have used
scenes -- contains the annotated json files for each scene
renderings -- contains various renderings of the annotated scene
    original_panoramas -- original panoramas (without annotations) from Matterport3D
    annotated_panoramas -- panorama renderings colored by object instance ids
    annotated_scene_hierarchy -- hierarchy of the annotated objects for each scene
    annotated_topdown -- topdown images of each annotated scene colored by object instance ids
annotated_model_ids.txt -- list of all model ids used to annotate the scenes

The annotated scene json has the following structure:

{
    "format": "sceneState",
    "version": "v0.2.0",
    "scene": {
        "up": ..., # "x", "y" and "z"
        "front": ..., # "x", "y" and "z"
        "unit": 1,
        "assetSource": [
            "wayfair",
            "3dw"
        ],
        "object": [
            {
                "id": "a_883",
                "modelId": "wayfair.ANDO6573",
                "index": 0,
                "parentIndex": -1,
                "parentId": "1_8_1",
                "transform": {
                    "rows": 4,
                    "cols": 4,
                    "data": ... # 1x16 array
                },
                "obb": {
                        "centroid": ..., # 1x3 array
                        "axesLengths": ..., # 1x3 array,
                        "normalizedAxes": ..., # 1x9 array,
                        "min": ..., # 1x3 array,
                        "max": ... # 1x3 array
                    }
            }, ... # multiple object annotations
        ],
        "camera": [
                {
                    "up": ..., # "x", "y" and "z"
                    "position": ..., # "x", "y" and "z"
                    "target": ..., # "x", "y" and "z"
                    "isOrtho": false,
                    "name": "current"
                }
            ],
        "arch": {
            "ref": "mp3dArch.1pXnuDYAj8r_L1"
        }
    },
    "selected": [],
    "maskObjectAssignments": [
        {
            "photoId": ..., # same as viewpointId
            "maskId": 279,
            "clickPoint": [
                0.8349366636325659,
                0.4788185224119439
            ],
            "objectInstanceId": "a_883"
        }, ... # multiple mask2object assignments
    ],
    "maskComments": [ # comments from annotators against missed annotations
        {
            "reason": "WRONG-CATEGORY",
            "comment": "Picture",
            "maskId": "304"
        }, ... # multiple comments
    ],
    "maskInfos": [
        {
            "id": 276,
            "label": "curtain", # category
            "type": "mask",
            "pointNormalized": ..., # "x" and "y"
        }, ... # multiple mask infos
    ]
}