Dataset Viewer
Auto-converted to Parquet Duplicate
sample_id
int64
segmented_overhead_file_name
image
speckle_vibrations_file_name
video
speckle_shifts_ifft_audio_file_name
audio
audio_file_name
audio
experiment_id
string
speakers
string
x_position
int64
y_position
int64
x_com
float64
y_com
float64
n_objects
int64
box_material
string
mask_file_name
image
experiment_dir
string
manifest
string
1
cube-00x01y_0001--31-03-18-21-24
0001
0
1
277.912628
136.590043
1
cardboard
experiment-16
{"sample_id": 1, "experiment_id": "cube-00x01y_0001--31-03-18-21-24", "experiment_dir": "experiment-16", "source_experiment_id": "cube-00x01y_0001--31-03-18-21-24", "source_experiment_dir": "/net/mraid20/ifs/wisdom/groups/mark_sheinin_lab/DATA/experiment-15/cube-00x01y_0001--31-03-18-21-24", "hf_repo": "eturok-weizmann...
2
cube-00x01y_0010--31-03-18-21-22
0010
0
1
277.912628
136.590043
1
cardboard
experiment-16
{"sample_id": 2, "experiment_id": "cube-00x01y_0010--31-03-18-21-22", "experiment_dir": "experiment-16", "source_experiment_id": "cube-00x01y_0010--31-03-18-21-22", "source_experiment_dir": "/net/mraid20/ifs/wisdom/groups/mark_sheinin_lab/DATA/experiment-15/cube-00x01y_0010--31-03-18-21-22", "hf_repo": "eturok-weizmann...
3
cube-00x01y_0100--31-03-18-21-20
0100
0
1
277.912628
136.590043
1
cardboard
experiment-16
{"sample_id": 3, "experiment_id": "cube-00x01y_0100--31-03-18-21-20", "experiment_dir": "experiment-16", "source_experiment_id": "cube-00x01y_0100--31-03-18-21-20", "source_experiment_dir": "/net/mraid20/ifs/wisdom/groups/mark_sheinin_lab/DATA/experiment-15/cube-00x01y_0100--31-03-18-21-20", "hf_repo": "eturok-weizmann...
4
cube-00x01y_1000--31-03-18-21-18
1000
0
1
277.912628
136.590043
1
cardboard
experiment-16
{"sample_id": 4, "experiment_id": "cube-00x01y_1000--31-03-18-21-18", "experiment_dir": "experiment-16", "source_experiment_id": "cube-00x01y_1000--31-03-18-21-18", "source_experiment_dir": "/net/mraid20/ifs/wisdom/groups/mark_sheinin_lab/DATA/experiment-15/cube-00x01y_1000--31-03-18-21-18", "hf_repo": "eturok-weizmann...
5
cube-00x02y_0001--31-03-18-27-14
0001
0
2
349.657194
136.398052
1
cardboard
experiment-16
{"sample_id": 5, "experiment_id": "cube-00x02y_0001--31-03-18-27-14", "experiment_dir": "experiment-16", "source_experiment_id": "cube-00x02y_0001--31-03-18-27-14", "source_experiment_dir": "/net/mraid20/ifs/wisdom/groups/mark_sheinin_lab/DATA/experiment-15/cube-00x02y_0001--31-03-18-27-14", "hf_repo": "eturok-weizmann...

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
sample_id int Unique sequential identifier for this sample
segmented_overhead_file_name image Overhead photo of the box with segmentation mask overlay and speaker-angle annotations
speckle_vibrations_file_name video Slow-motion preview video of the laser speckle pattern on the box side while vibrating
speckle_shifts_ifft_audio_file_name audio Reconstructed audio from the vibration signal of a single laser point (inverse FFT)
audio_file_name audio Shared excitation chirp played through the loudspeakers during recording
experiment_id string Source directory name from experiment-15 (unique per recording)
speakers string 4-bit speaker activation code, e.g. 0001 = only speaker 4 active
x_position int Object grid column index (0-indexed)
y_position int Object grid row index (0-indexed)
x_com float X centre-of-mass of the segmentation mask in the cropped overhead image (pixels)
y_com float Y centre-of-mass of the segmentation mask in the cropped overhead image (pixels)
n_objects int Number of objects inside the box
box_material string Box material, e.g. cardboard
mask_file_name image Binary segmentation mask of the object in the cropped overhead image
experiment_dir string Name of the experiment-16 target directory
manifest string Full JSON manifest for this sample (see Manifest section below)

File Directory Structure

experiment-16/
├── README.md                        # This file (dataset card)
├── data/
│   ├── metadata.jsonl               # One JSON row per sample (viewer-facing)
│   ├── audio/
│   │   └── chirp_50_1000_3.0sec.wav # Shared excitation signal played by all speakers
│   ├── 0000001/                     # Per-sample data directory (zero-padded 7-digit ID)
│   │   ├── manifest.json            # Full metadata + config for this sample
│   │   ├── speckle_vibration_raw.npy        # Raw laser camera frames (100 lasers × T frames × 2 XY)
│   │   ├── speckle_shifts.npz               # Sub-pixel XY shifts per laser per frame
│   │   ├── speckle_shifts_clean.npz          # Bandpass-filtered + Hann-windowed shifts
│   │   ├── speckle_shifts_fft.npz            # FFT of cleaned shifts (frequency domain)
│   │   ├── speckle_shifts_ifft_audio.wav     # Single-laser vibration reconstructed as audio
│   │   └── speckle_vibrations.mp4            # Preview video of speckle motion
│   ├── 0000002/
│   │   └── ...
│   └── image/
│       └── <image_dir>/             # Per-sample image directory (named by object+position+date)
│           ├── raw_overhead.png     # Raw overhead photo before cropping
│           ├── cropped_overhead.png # Overhead photo cropped to box region
│           ├── segmented_overhead.png   # Overhead with mask overlay + speaker annotations
│           ├── mask.png             # Binary mask (white = object)
│           └── mask.npz             # Binary mask as compressed numpy array

manifest.json Structure

Each sample directory contains a manifest.json with full provenance and configuration. The manifest column in metadata.jsonl is this same JSON serialised as a string.

Top-level keys

Key Type Description
sample_id int Unique sample identifier
experiment_id string Source recording directory name
experiment_dir string Target experiment-16 directory name
source_experiment_id string Same as experiment_id (canonical source reference)
source_experiment_dir string Absolute NAS path to source directory
hf_repo string HuggingFace repo this sample was uploaded to
sample object Physical setup description — see below
segmentation object Segmentation result — see below
experiment_config object Merged hardware + recording config — see below
experiment_output object Derived signal statistics from processing — see below
processing_config object Processing pipeline parameters — see below
artifacts object Relative paths to all files for this sample — see below

sample

Key Type Description
object string Object type inside the box, e.g. cube
n_objects int Number of objects
box_material string Box material, e.g. cardboard
speakers string 4-bit activation code for which speakers were active
x_position int Object grid column (0-indexed)
y_position int Object grid row (0-indexed)
image_dir string Name of the image subdirectory under data/image/

segmentation

Key Type Description
x_com float X centre-of-mass of segmentation mask (pixels in cropped image)
y_com float Y centre-of-mass of segmentation mask (pixels in cropped image)
status string completed if segmentation succeeded

experiment_config

Merged from the source experiment_config.json and hardware defaults.

Key Type Description
audio.file_name string Audio file name used for excitation
audio.sample_rate_hz int Audio sample rate in Hz
audio.duration_s float Duration of the chirp in seconds
audio.generation.f_start_hz int Chirp start frequency (Hz)
audio.generation.f_end_hz int Chirp end frequency (Hz)
recording.capture_seconds_requested float Requested recording duration (s)
overhead_camera.frame_rate_fps int Overhead camera frame rate
laser_camera.capture.fps float Laser camera frame rate
laser_camera.global_roi list[int] Full-frame ROI [x, y, w, h]
laser_grid.sensor_rois_xywh list[list[int]] Per-laser ROI bounding boxes

experiment_output

Derived statistics computed during processing.

Key Type Description
overhead_camera.image_width int Overhead image width (px)
overhead_camera.image_height int Overhead image height (px)
laser_camera.max_frame_rate_hz int Actual laser camera frame rate achieved
laser_camera.global_roi list[int] Actual ROI used
laser_grid.total_image_height int Total height of the laser camera frame
laser_grid.n_lasers int Number of laser points detected
speckle_shifts.n_frames int Number of frames captured
speckle_shifts.duration_s float Actual recording duration (s)

processing_config

Parameters used for each processing stage.

Key Type Description
speckle_vibration_raw.format string Raw data format: npy or npz
speckle_vibration_raw.compressed bool Whether raw data is compressed
speckle_shifts.fs_hz float Sampling rate of shift signal (Hz)
speckle_shifts_clean.filter_type string Filter type, e.g. butterworth
speckle_shifts_clean.filter_mode string bandpass, lowpass, or highpass
speckle_shifts_clean.lowcut float Low cutoff frequency (Hz)
speckle_shifts_clean.highcut float High cutoff frequency (Hz)
speckle_shifts_clean.filter_order int Filter order
speckle_shifts_clean.hann_applied bool Whether a Hann window was applied
speckle_shifts_fft.fft_kind string FFT variant, e.g. rfft
speckle_shifts_fft.min_freq float Minimum frequency kept after crop (Hz)
speckle_shifts_fft.max_freq float Maximum frequency kept after crop (Hz)
speckle_shifts_fft.dtype string Complex dtype, e.g. complex64
speckle_shifts_ifft_audio.laser_idx int Which laser index to use for audio preview
speckle_shifts_ifft_audio.output_sample_rate_hz int Audio output sample rate (Hz)
speckle_shifts_ifft_audio.normalization string Normalization method for audio
segmentation.left/right/up/down float Crop fractions used for overhead image
segmentation.prompt string Text prompt passed to the segmentation model
speckle_vibrations_preview.codec string Video codec, e.g. libx264
speckle_vibrations_preview.crf int Video quality (lower = better)
speckle_vibrations_preview.max_frames int Max frames in preview video

artifacts

Relative paths (within the repo) to every file produced for this sample.

Key Description
raw_overhead Raw overhead photo before cropping
cropped_overhead Overhead photo cropped to box region
segmented_overhead Overhead with mask overlay and speaker annotations
mask_png Binary segmentation mask as PNG
mask_npz Binary segmentation mask as compressed numpy
audio Shared excitation chirp WAV
speckle_vibration_raw Raw laser camera shift data (npy/npz)
speckle_vibrations Preview video of speckle motion (mp4)
speckle_shifts Sub-pixel XY shifts per laser per frame (npz)
speckle_shifts_clean Bandpass-filtered + Hann-windowed shifts (npz)
speckle_shifts_fft FFT of cleaned shifts in frequency domain (npz)
speckle_shifts_ifft_audio Single-laser vibration as audio WAV
manifest This manifest.json file
Downloads last month
278