Platform not reported

Active Vision Dataset

Active vision and object instance detection

Dense real indoor RGB-D imagery with object-instance bounding boxes and navigation pointers for evaluating active recognition.

Metadata: Partial Metadata needs review Released 2017

Quick facts

Vehicle type
Not reported
Environment
Indoor
Data origin
Real-world
Sensor count
2
Ground truth
Not reported
Calibration
Not reported
Annotations
Available

Sensor overview

High-level sensor availability before the detailed sensor records below.

Ground truth

Reference scope, method, rate, coverage, and provenance.

Not reported

Calibration and synchronization

Reported calibration level, reproducibility signals, and supporting notes.

Level
Not reported
Processed parameters
Not reported
Raw calibration data
Not reported
Calibration targets
Not reported

Calibration data

Calibration reproducibility details are not reported.

Notes

Not reported

Known or intentional limitations

Reported constraints and characteristics to check before using the dataset.

Improved depth and reconstruction remain noisy; boxes were manually inspected.

Bounding-box difficulty measures size; an occlusion difficulty measure is left for future work.

Cameras

kinect-rgbd

Model
Kinect v2
Setup
Rgbd
Count
1
Effective cameras
2
Modality
Rgbd
Resolution
Not reported
Rate
Not reported
Shutter
Not Reported
Lens type
Not Reported
HFOV
Not reported
VFOV
Not reported
Notes
Discrete views at 30-degree rotations and approximately 30-centimeter grid spacing; these are spatial sampling intervals, not temporal frame rates.

IMUs

Not reported

GNSS

Not reported

LiDAR

Not reported

Radar

Not reported

Pitot tube

Not reported

Additional sensors

Not reported

Annotations

Reported annotation availability and task support.

Availability
Available
Format
Not reported
Class count
33
Semantic segmentation Not reported
Instance segmentation Not reported
Object detection Available
Optical flow Not reported
Depth ground truth Not reported

Citation

Citation key and BibTeX kept at the end of the page for reference.

Citation key
ammirato2017activevision

BibTeX

@misc{ammirato2017activevision,
  title={A Dataset for Developing and Benchmarking Active Vision},
  author={Phil Ammirato and Patrick Poirson and Eunbyung Park and Jana Košecká and Alexander C. Berg},
  year={2017},
  eprint={1702.08272},
  archivePrefix={arXiv},
  primaryClass={cs.CV},
  url={https://arxiv.org/abs/1702.08272v2}
}

Dataset corrections

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