Datasets:
image
imagewidth (px) 1.02k
1.02k
| split
stringclasses 1
value | label
float64 0
1
| category
stringclasses 10
values | scene
stringclasses 19
values | setting
int64 1
11
| img_id
stringclasses 50
values |
---|---|---|---|---|---|---|
train | 1 | bench | bench_01 | 1 | 0000.png |
|
train | 1 | bench | bench_01 | 1 | 0001.png |
|
train | 1 | bench | bench_01 | 1 | 0002.png |
|
train | 1 | bench | bench_01 | 1 | 0003.png |
|
train | 1 | bench | bench_01 | 1 | 0004.png |
|
train | 1 | bench | bench_01 | 1 | 0005.png |
|
train | 1 | bench | bench_01 | 1 | 0006.png |
|
train | 1 | bench | bench_01 | 1 | 0007.png |
|
train | 1 | bench | bench_01 | 1 | 0008.png |
|
train | 1 | bench | bench_01 | 1 | 0009.png |
|
train | 1 | bench | bench_01 | 1 | 0012.png |
|
train | 1 | bench | bench_01 | 1 | 0013.png |
|
train | 1 | bench | bench_01 | 1 | 0014.png |
|
train | 1 | bench | bench_01 | 1 | 0015.png |
|
train | 1 | bench | bench_01 | 1 | 0017.png |
|
train | 1 | bench | bench_01 | 1 | 0018.png |
|
train | 0 | bench | bench_01 | 1 | 0024.png |
|
train | 0 | bench | bench_01 | 1 | 0039.png |
|
train | 0 | bench | bench_01 | 2 | 0015.png |
|
train | 0 | bench | bench_01 | 2 | 0016.png |
|
train | 0 | bench | bench_01 | 2 | 0017.png |
|
train | 0 | bench | bench_01 | 2 | 0018.png |
|
train | 0 | bench | bench_01 | 2 | 0019.png |
|
train | 0 | bench | bench_01 | 2 | 0020.png |
|
train | 0 | bench | bench_01 | 2 | 0022.png |
|
train | 0 | bench | bench_01 | 2 | 0023.png |
|
train | 1 | bench | bench_01 | 2 | 0031.png |
|
train | 1 | bench | bench_01 | 2 | 0034.png |
|
train | 1 | bench | bench_01 | 2 | 0035.png |
|
train | 1 | bench | bench_01 | 2 | 0036.png |
|
train | 1 | bench | bench_01 | 2 | 0037.png |
|
train | 1 | bench | bench_01 | 2 | 0038.png |
|
train | 1 | bench | bench_01 | 2 | 0039.png |
|
train | 1 | bench | bench_01 | 2 | 0040.png |
|
train | 1 | bench | bench_01 | 2 | 0041.png |
|
train | 1 | bench | bench_01 | 2 | 0042.png |
|
train | 1 | bench | bench_01 | 2 | 0043.png |
|
train | 1 | bench | bench_01 | 2 | 0044.png |
|
train | 1 | bench | bench_01 | 2 | 0045.png |
|
train | 1 | bench | bench_01 | 2 | 0046.png |
|
train | 1 | bench | bench_01 | 2 | 0047.png |
|
train | 1 | bench | bench_01 | 2 | 0048.png |
|
train | 1 | bench | bench_01 | 2 | 0049.png |
|
train | 1 | bench | bench_01 | 3 | 0000.png |
|
train | 1 | bench | bench_01 | 3 | 0001.png |
|
train | 1 | bench | bench_01 | 3 | 0002.png |
|
train | 1 | bench | bench_01 | 3 | 0009.png |
|
train | 1 | bench | bench_01 | 3 | 0010.png |
|
train | 1 | bench | bench_01 | 3 | 0011.png |
|
train | 1 | bench | bench_01 | 3 | 0012.png |
|
train | 1 | bench | bench_01 | 3 | 0013.png |
|
train | 1 | bench | bench_01 | 3 | 0014.png |
|
train | 0 | bench | bench_01 | 3 | 0020.png |
|
train | 0 | bench | bench_01 | 3 | 0021.png |
|
train | 0 | bench | bench_01 | 3 | 0022.png |
|
train | 0 | bench | bench_01 | 3 | 0024.png |
|
train | 0 | bench | bench_01 | 3 | 0039.png |
|
train | 1 | bench | bench_01 | 3 | 0048.png |
|
train | 1 | bench | bench_01 | 3 | 0049.png |
|
train | 1 | bench | bench_01 | 4 | 0010.png |
|
train | 1 | bench | bench_01 | 4 | 0011.png |
|
train | 1 | bench | bench_01 | 4 | 0012.png |
|
train | 1 | bench | bench_01 | 4 | 0013.png |
|
train | 1 | bench | bench_01 | 4 | 0014.png |
|
train | 1 | bench | bench_01 | 4 | 0015.png |
|
train | 1 | bench | bench_01 | 4 | 0016.png |
|
train | 1 | bench | bench_01 | 4 | 0023.png |
|
train | 0 | bench | bench_01 | 4 | 0037.png |
|
train | 0 | bench | bench_01 | 4 | 0038.png |
|
train | 0 | bench | bench_01 | 4 | 0040.png |
|
train | 0 | bench | bench_01 | 4 | 0041.png |
|
train | 0 | bench | bench_01 | 4 | 0042.png |
|
train | 0 | bench | bench_01 | 4 | 0043.png |
|
train | 0 | bench | bench_01 | 4 | 0044.png |
|
train | 0 | bench | bench_01 | 4 | 0045.png |
|
train | 0 | bench | bench_01 | 4 | 0046.png |
|
train | 0 | bench | bench_01 | 4 | 0047.png |
|
train | 0 | bench | bench_01 | 4 | 0048.png |
|
train | 0 | bench | bench_01 | 4 | 0049.png |
|
train | 1 | bench | bench_01 | 5 | 0001.png |
|
train | 1 | bench | bench_01 | 5 | 0003.png |
|
train | 1 | bench | bench_01 | 5 | 0004.png |
|
train | 1 | bench | bench_01 | 5 | 0005.png |
|
train | 1 | bench | bench_01 | 5 | 0006.png |
|
train | 1 | bench | bench_01 | 5 | 0007.png |
|
train | 1 | bench | bench_01 | 5 | 0008.png |
|
train | 1 | bench | bench_01 | 5 | 0009.png |
|
train | 1 | bench | bench_01 | 5 | 0010.png |
|
train | 1 | bench | bench_01 | 5 | 0011.png |
|
train | 1 | bench | bench_01 | 5 | 0012.png |
|
train | 1 | bench | bench_01 | 5 | 0013.png |
|
train | 1 | bench | bench_01 | 5 | 0014.png |
|
train | 1 | bench | bench_01 | 5 | 0015.png |
|
train | 1 | bench | bench_01 | 5 | 0016.png |
|
train | 1 | bench | bench_01 | 5 | 0017.png |
|
train | 0 | bench | bench_01 | 5 | 0038.png |
|
train | 0 | bench | bench_01 | 5 | 0039.png |
|
train | 0 | bench | bench_01 | 5 | 0040.png |
|
train | 0 | bench | bench_01 | 6 | 0000.png |
|
train | 0 | bench | bench_01 | 6 | 0001.png |
End of preview. Expand
in Dataset Viewer.
Project Description
- arXiv: https://arxiv.org/abs/2406.04138
- GitHub Repo: https://github.com/serre-lab/VPT
- Project Page: https://serre-lab.github.io/VPT
Summary
Visual perspective taking (VPT), the ability to accurately perceive and reason about the perspectives of others, is an essential feature of human intelligence. Deep neural networks (DNNs) may be a good candidate for modeling VPT and its computational demands in light of a growing number of reports indicating that DNNs gain the ability to analyze 3D scenes after training on large static-image datasets. We developed the 3D perception challenge (3D-PC) for comparing 3D perceptual capabilities in humans and DNNs. The 3D-PC is comprised of three 3D-analysis tasks posed within natural scene images:
- A simple test of object depth order (depth),
- A basic VPT task (vpt-basic),
- A version of VPT (vpt-strategy) designed to limit the effectiveness of "shortcut" visual strategies.
Citation
@misc{linsley20243dpc,
title={The 3D-PC: a benchmark for visual perspective taking in humans and machines},
author={Drew Linsley and Peisen Zhou and Alekh Karkada Ashok and Akash Nagaraj and Gaurav Gaonkar and Francis E Lewis and Zygmunt Pizlo and Thomas Serre},
year={2024},
eprint={2406.04138},
archivePrefix={arXiv},
primaryClass={cs.CV}
}
- Downloads last month
- 5