Data

Data Access

Hugging Face

We host data for all three tasks: VPT-basic, VPT-strategy, and depth order on Hugging Face.

Hugging Face Repo

from datasets import load_dataset
# config_name: one of ["vpt-basic", "vpt-strategy", "depth"]
dataset = load_dataset("pzhou10/3D-PC", "vpt-basic")

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Download the full dataset

We also release the complete 3D-PC dataset along with data splits for training and testing.

Download Data

Dataset Content

train contains all training images organized by categories.

train
|
|_<category>
|  |_<object>
|    |_<setting>
|      |_<*.png>

The corresponding labels are train_perspective.csv and depth_perspective.csv. We also provide train_perspective_balanced.csv and depth_perspective_balanced.csv, where the numbers of positive and negative samples are equal.

perspective and depth contain all data splits for 'VPT' and 'depth order' tasks.

perspective/depth
|
|_<split>
|  |_<category> 0/1
|    |_<*.png>