datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
laser-vibrations
Laser Vibrations
Dataset of laser speckle vibration recordings used to locate objects hidden inside a cardboard box.
A 10×10 grid of lasers shines on the side of a box; as loudspeakers excite the box, each laser's
speckle pattern shifts in proportion to the local surface vibration. The goal is to reconstruct the
shape and location of an object inside the box from the vibration signals alone.
Per-sample viewer metadata lives in data/metadata.jsonl.
Full signal data and media files… See the full description on the dataset page: https://huggingface.co/datasets/eturok-weizmann/laser-vibrations.vibration-databygheart-sft-v3-megalaser-vibrations-test
Laser Vibrations
Dataset of laser speckle vibration recordings used to locate objects hidden inside a cardboard box.
A 10×10 grid of lasers shines on the side of a box containing an object; as loudspeakers excite the box,
the speckle patterns shift in proportion to the local surface vibration. Per-sample metadata is in
data/metadata.jsonl; full signal data and media files live in per-sample subdirectories.
Dataset Viewer Columns
Column
Type
Description… See the full description on the dataset page: https://huggingface.co/datasets/eturok-weizmann/laser-vibrations-test.laser-vibrations-no-duplicatesVibrationDescriptorSet
VibrationDescriptorSet
tags: feature_extraction, pattern_recognition, anomaly_detection
Note: This is an AI-generated dataset so its content may be inaccurate or false
Dataset Description:
The 'VibrationDescriptorSet' dataset comprises time-series sensor data from industrial machines with corresponding labels for feature extraction, pattern recognition, and anomaly detection. Each entry in the dataset represents a machine's operational data captured at regular intervals, with… See the full description on the dataset page: https://huggingface.co/datasets/infinite-dataset-hub/VibrationDescriptorSet.ballscrew-vibration-dataaviation-vibration-mode-manifold-baseline-modeling-v0.1What this dataset tests
Whether a system can model a healthy airframe vibration spectrum
as a coupled-mode manifold.
It must return:
a coherence index
a coupling graph
a drift envelope
phase-conditioned baselines.
Required outputs
manifold_coherence_index
baseline_mode_coupling_graph
expected_mode_drift_envelope
phase_conditioned_baselines
baseline_confidence
Scoring conventions
indices range 0 to 1
drift envelope uses frequency and coupling tolerances
coupling graph summarizes… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-vibration-mode-manifold-baseline-modeling-v0.1.aviation-vibration-manifold-distortion-and-fault-localization-v0.1What this dataset tests
Whether a system can detect topological distortion
in the vibration mode manifold and localize likely damage.
It must not confuse confounders with damage:
turbulence
engine harmonics
icing
payload shifts
control surface modes.
Required outputs
distortion_pattern_type
likely_fault_location
fault_severity_estimate
localization_confidence
confounder_flags
integrity_percent_of_baseline
Scoring conventions
severity ranges 0 to 1
localization confidence ranges… See the full description on the dataset page: https://huggingface.co/datasets/ClarusC64/aviation-vibration-manifold-distortion-and-fault-localization-v0.1.vibrationbygheart-sft-v2bygheart-sft-v3vibration-data-psvabygheart-sft-v1vibration_idle.jsonvibrationvibration_normal.jsonvibrationsVibration_datasetvibration_fault.json