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frame_id
int64
timestamp_ms
float64
video_source_id
string
original_filename
string
keypoints
dict
person_count
int64
persons
list
action_label
string
confidence
float64
license
string
consent
bool
provenance
string
pipeline_mode
string
layer11
dict
source_video_index
int64
original_frame_id
int64
per_video_sample_order
int64
source_video_fps
float64
keypoints_body_normalized
dict
body_normalization
dict
frame_features
dict
augmentation
dict
0
0
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{ "nose": { "x": 0.5225060172379017, "y": 0.3447869783267379, "z": 0.13473523032735102, "visibility": 0.9992979764938354 }, "left_eye_inner": { "x": 0.5239213947206736, "y": 0.3462210865691304, "z": 0.14613770227879286, "visibility": 0.9992296695709229 }, "left_eye": { "x":...
1
[ { "person_id": 0, "keypoints": { "nose": { "x": 0.5225060172379017, "y": 0.3447869783267379, "z": 0.13473523032735102, "visibility": 0.9992979764938354 }, "left_eye_inner": { "x": 0.5239213947206736, "y": 0.3462210865691304, "z": 0.14...
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{ "layer_name": "Layer 1.1 fallback", "layer_number": 1.1, "layer_type": "human_vision_fallback", "mean_rgb": [ 124.41261067708334, 116.83494140625, 116.26137152777778 ], "std_rgb": [ 54.59968081615022, 53.18406381314323, 56.268299866848494 ], "brightness": 119.1696412037037, "...
0
0
0
24
{ "nose": { "x": 0.5170874036037317, "y": -0.46199120587821413, "z": 0.9833508436688958, "visibility": 0.9992979764938354 }, "left_eye_inner": { "x": 0.5274120204546658, "y": -0.4515299555717077, "z": 1.066527349926156, "visibility": 0.9992296695709229 }, "left_eye": { "x":...
{ "method": "hip_center_torso_scale", "origin": { "x": 0.45161971915513277, "y": 0.4081202680245042, "z": -0.00007002800703048706 }, "scale": 0.13708765208500884, "scale_axis": "torso_length_then_hip_width_fallback", "scale_fallback": "torso" }
{ "dt_sample_sec": 0.125, "visibility_summary": { "avg_landmark_visibility": 0.822338, "lower_body_visibility": 0.71485 }, "hip_velocity_norm_per_sec": 0, "joint_angles_deg": { "spine_vs_vertical_deg": 58.6605, "left_hip_deg": 142.8757, "right_hip_deg": 155.479, "left_knee_deg": 179.53...
null
1
500
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{ "nose": { "x": 0.42575287260115147, "y": 0.37909679650329053, "z": 0.034896604614914395, "visibility": 0.9992687702178955 }, "left_eye_inner": { "x": 0.42703064531087875, "y": 0.3826019244734198, "z": 0.04580017877742648, "visibility": 0.999139130115509 }, "left_eye": { "...
1
[ { "person_id": 0, "keypoints": { "nose": { "x": 0.42575287260115147, "y": 0.37909679650329053, "z": 0.034896604614914395, "visibility": 0.9992687702178955 }, "left_eye_inner": { "x": 0.42703064531087875, "y": 0.3826019244734198, "z": ...
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{ "layer_name": "Layer 1.1 fallback", "layer_number": 1.1, "layer_type": "human_vision_fallback", "mean_rgb": [ 130.68335720486112, 121.22635091145834, 121.07196397569444 ], "std_rgb": [ 52.56470062372797, 51.504565654659075, 54.51327630014076 ], "brightness": 124.3272240306713, ...
0
12
4
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{ "nose": { "x": -0.15804473747000664, "y": -0.8800062526220847, "z": 0.8420213641844971, "visibility": 0.9992687702178955 }, "left_eye_inner": { "x": -0.12729231783712405, "y": -0.7956476140443565, "z": 1.1044399348670662, "visibility": 0.999139130115509 }, "left_eye": { "...
{ "method": "hip_center_torso_scale", "origin": { "x": 0.43231968116015196, "y": 0.41566133312880993, "z": -0.00008964794687926769 }, "scale": 0.04155031457625551, "scale_axis": "torso_length_then_hip_width_fallback", "scale_fallback": "torso" }
{ "dt_sample_sec": 0.125, "visibility_summary": { "avg_landmark_visibility": 0.8225, "lower_body_visibility": 0.725176 }, "hip_velocity_norm_per_sec": 0.16576786, "joint_angles_deg": { "spine_vs_vertical_deg": 20.4368, "left_hip_deg": 153.3625, "right_hip_deg": 177.5394, "left_knee_deg...
null
2
750
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{ "nose": { "x": 0.3391639497131109, "y": 0.2450031756889075, "z": -0.08765866435714997, "visibility": 0.9983274936676025 }, "left_eye_inner": { "x": 0.3371880482882261, "y": 0.2441562837921083, "z": -0.07565430924296379, "visibility": 0.9976873993873596 }, "left_eye": { "x...
1
[ { "person_id": 0, "keypoints": { "nose": { "x": 0.3391639497131109, "y": 0.2450031756889075, "z": -0.08765866435714997, "visibility": 0.9983274936676025 }, "left_eye_inner": { "x": 0.3371880482882261, "y": 0.2441562837921083, "z": -0....
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{ "layer_name": "Layer 1.1 fallback", "layer_number": 1.1, "layer_type": "human_vision_fallback", "mean_rgb": [ 129.56522894965278, 123.01762044270833, 123.26961371527777 ], "std_rgb": [ 53.811521707317425, 53.15865844354415, 56.054799087300815 ], "brightness": 125.28415436921296...
0
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6
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{ "nose": { "x": -0.6613150720637307, "y": -1.335070503651191, "z": -0.7500401118012063, "visibility": 0.9983274936676025 }, "left_eye_inner": { "x": -0.6782374716668684, "y": -1.3423236200859499, "z": -0.6472300770181847, "visibility": 0.9976873993873596 }, "left_eye": { "...
{ "method": "hip_center_torso_scale", "origin": { "x": 0.41638074070215225, "y": 0.4008893249556422, "z": -0.00008211727254092693 }, "scale": 0.11676248470804546, "scale_axis": "torso_length_then_hip_width_fallback", "scale_fallback": "torso" }
{ "dt_sample_sec": 0.125, "visibility_summary": { "avg_landmark_visibility": 0.818685, "lower_body_visibility": 0.727448 }, "hip_velocity_norm_per_sec": 0.17385273, "joint_angles_deg": { "spine_vs_vertical_deg": -31.7839, "left_hip_deg": 153.3534, "right_hip_deg": 148.5976, "left_knee_...
null
3
875
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{ "nose": { "x": 0.3044165186583996, "y": 0.08934642164967954, "z": -0.18390138456743443, "visibility": 0.9957662224769592 }, "left_eye_inner": { "x": 0.29709603637456894, "y": 0.08521643048152328, "z": -0.16976033872924745, "visibility": 0.9943039417266846 }, "left_eye": { ...
1
[ { "person_id": 0, "keypoints": { "nose": { "x": 0.3044165186583996, "y": 0.08934642164967954, "z": -0.18390138456743443, "visibility": 0.9957662224769592 }, "left_eye_inner": { "x": 0.29709603637456894, "y": 0.08521643048152328, "z": ...
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{ "layer_name": "Layer 1.1 fallback", "layer_number": 1.1, "layer_type": "human_vision_fallback", "mean_rgb": [ 128.831904296875, 122.546474609375, 123.15744249131944 ], "std_rgb": [ 54.80061771509942, 54.26170868033557, 56.99402306952545 ], "brightness": 124.84527379918981, "c...
0
21
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{ "nose": { "x": -0.4524309498778785, "y": -1.2588771930168914, "z": -0.7476501871157036, "visibility": 0.9957662224769592 }, "left_eye_inner": { "x": -0.4821977744925744, "y": -1.2756707208196008, "z": -0.6901493265148333, "visibility": 0.9943039417266846 }, "left_eye": { ...
{ "method": "hip_center_torso_scale", "origin": { "x": 0.4156817542389035, "y": 0.3989390069618821, "z": -0.00003360491245985031 }, "scale": 0.24592755117778076, "scale_axis": "torso_length_then_hip_width_fallback", "scale_fallback": "torso" }
{ "dt_sample_sec": 0.125, "visibility_summary": { "avg_landmark_visibility": 0.813543, "lower_body_visibility": 0.723667 }, "hip_velocity_norm_per_sec": 0.01657434, "joint_angles_deg": { "spine_vs_vertical_deg": -24.0074, "left_hip_deg": 168.9686, "right_hip_deg": 164.142, "left_knee_d...
null
4
1,000
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{ "nose": { "x": 0.30574380047619343, "y": 0.032803577836602926, "z": -0.24356251920107752, "visibility": 0.9869080185890198 }, "left_eye_inner": { "x": 0.2964043878018856, "y": 0.03299856104422361, "z": -0.22813441790640354, "visibility": 0.9849553108215332 }, "left_eye": { ...
1
[ { "person_id": 0, "keypoints": { "nose": { "x": 0.30574380047619343, "y": 0.032803577836602926, "z": -0.24356251920107752, "visibility": 0.9869080185890198 }, "left_eye_inner": { "x": 0.2964043878018856, "y": 0.03299856104422361, "z":...
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{ "layer_name": "Layer 1.1 fallback", "layer_number": 1.1, "layer_type": "human_vision_fallback", "mean_rgb": [ 129.42850477430557, 123.03414605034722, 123.56552842881945 ], "std_rgb": [ 55.48026378136796, 54.86713754705187, 57.62669438443692 ], "brightness": 125.34272641782407, ...
0
24
8
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{ "nose": { "x": -0.37764926129716564, "y": -1.2562809494505611, "z": -0.7882687869746652, "visibility": 0.9869080185890198 }, "left_eye_inner": { "x": -0.407873266826143, "y": -1.2556499490064543, "z": -0.7383406988718009, "visibility": 0.9849553108215332 }, "left_eye": { ...
{ "method": "hip_center_torso_scale", "origin": { "x": 0.4224398583173752, "y": 0.42100249510258436, "z": 0.000017620855942368507 }, "scale": 0.309006450695413, "scale_axis": "torso_length_then_hip_width_fallback", "scale_fallback": "torso" }
{ "dt_sample_sec": 0.125, "visibility_summary": { "avg_landmark_visibility": 0.792036, "lower_body_visibility": 0.690823 }, "hip_velocity_norm_per_sec": 0.1846024, "joint_angles_deg": { "spine_vs_vertical_deg": -21.4631, "left_hip_deg": 173.1413, "right_hip_deg": 177.7609, "left_knee_d...
null
5
1,125
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{ "nose": { "x": 0.31061764992773533, "y": 0.07276529376395047, "z": -0.27761343494057655, "visibility": 0.9880604147911072 }, "left_eye_inner": { "x": 0.3033455554395914, "y": 0.07767894468270242, "z": -0.2624263372272253, "visibility": 0.986277163028717 }, "left_eye": { "...
1
[ { "person_id": 0, "keypoints": { "nose": { "x": 0.31061764992773533, "y": 0.07276529376395047, "z": -0.27761343494057655, "visibility": 0.9880604147911072 }, "left_eye_inner": { "x": 0.3033455554395914, "y": 0.07767894468270242, "z": ...
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{ "layer_name": "Layer 1.1 fallback", "layer_number": 1.1, "layer_type": "human_vision_fallback", "mean_rgb": [ 131.85642903645834, 124.70652669270834, 125.44353949652778 ], "std_rgb": [ 54.317476581328386, 53.80928024162957, 56.596007935999395 ], "brightness": 127.33549840856482...
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{ "nose": { "x": -0.36243121060364547, "y": -1.1835157719886358, "z": -0.930896461923947, "visibility": 0.9880604147911072 }, "left_eye_inner": { "x": -0.38681402620057526, "y": -1.167040649937493, "z": -0.8799752034610758, "visibility": 0.986277163028717 }, "left_eye": { "...
{ "method": "hip_center_torso_scale", "origin": { "x": 0.4187115654349327, "y": 0.4257449768483639, "z": 0.00002337049227207899 }, "scale": 0.2982467081881886, "scale_axis": "torso_length_then_hip_width_fallback", "scale_fallback": "torso" }
{ "dt_sample_sec": 0.125, "visibility_summary": { "avg_landmark_visibility": 0.786869, "lower_body_visibility": 0.664347 }, "hip_velocity_norm_per_sec": 0.04826016, "joint_angles_deg": { "spine_vs_vertical_deg": -21.704, "left_hip_deg": 155.1699, "right_hip_deg": 178.5045, "left_knee_d...
null
6
1,250
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{ "nose": { "x": 0.3126578461378813, "y": 0.24367009266279638, "z": -0.19981669075787067, "visibility": 0.9887428283691406 }, "left_eye_inner": { "x": 0.3066498711705208, "y": 0.2490831392351538, "z": -0.18358490336686373, "visibility": 0.986738383769989 }, "left_eye": { "x...
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[ { "person_id": 0, "keypoints": { "nose": { "x": 0.3126578461378813, "y": 0.24367009266279638, "z": -0.19981669075787067, "visibility": 0.9887428283691406 }, "left_eye_inner": { "x": 0.3066498711705208, "y": 0.2490831392351538, "z": -0...
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{ "layer_name": "Layer 1.1 fallback", "layer_number": 1.1, "layer_type": "human_vision_fallback", "mean_rgb": [ 132.39977105034723, 125.895009765625, 126.68185004340278 ], "std_rgb": [ 53.861601575620995, 53.640731657330974, 56.41757695606468 ], "brightness": 128.32554361979166, ...
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30
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{ "nose": { "x": -0.5831777796720975, "y": -1.0441762441305535, "z": -1.2988098956732799, "visibility": 0.9887428283691406 }, "left_eye_inner": { "x": -0.6222352494751725, "y": -1.008986366644201, "z": -1.1932880602264997, "visibility": 0.986738383769989 }, "left_eye": { "x...
{ "method": "hip_center_torso_scale", "origin": { "x": 0.40236456599086523, "y": 0.40428942535072565, "z": -0.000028599519282579422 }, "scale": 0.15382396754455085, "scale_axis": "torso_length_then_hip_width_fallback", "scale_fallback": "torso" }
{ "dt_sample_sec": 0.125, "visibility_summary": { "avg_landmark_visibility": 0.799485, "lower_body_visibility": 0.690576 }, "hip_velocity_norm_per_sec": 0.21578731, "joint_angles_deg": { "spine_vs_vertical_deg": -33.7999, "left_hip_deg": 156.9372, "right_hip_deg": 161.5177, "left_knee_...
null
7
1,750
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{ "nose": { "x": 0.3220479879528284, "y": 0.4789970426354557, "z": -0.028132137842476368, "visibility": 0.9893770813941956 }, "left_eye_inner": { "x": 0.31537691317498684, "y": 0.48566895397379994, "z": -0.010264688171446323, "visibility": 0.9876596331596375 }, "left_eye": { ...
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[ { "person_id": 0, "keypoints": { "nose": { "x": 0.3220479879528284, "y": 0.4789970426354557, "z": -0.028132137842476368, "visibility": 0.9893770813941956 }, "left_eye_inner": { "x": 0.31537691317498684, "y": 0.48566895397379994, "z": ...
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{ "layer_name": "Layer 1.1 fallback", "layer_number": 1.1, "layer_type": "human_vision_fallback", "mean_rgb": [ 136.0540115017361, 131.37349826388888, 132.90015407986112 ], "std_rgb": [ 54.041778949621815, 54.08203889774507, 56.59679487455989 ], "brightness": 133.44255461516204, ...
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{ "nose": { "x": -0.6774223485829094, "y": 0.8863648007756151, "z": -0.279614270097918, "visibility": 0.9893770813941956 }, "left_eye_inner": { "x": -0.7439555956506403, "y": 0.9529063911895779, "z": -0.10141518179186239, "visibility": 0.9876596331596375 }, "left_eye": { "x...
{ "method": "hip_center_torso_scale", "origin": { "x": 0.3899709489196539, "y": 0.3901240937411785, "z": -0.00009611394489184022 }, "scale": 0.100266784981205, "scale_axis": "torso_length_then_hip_width_fallback", "scale_fallback": "torso" }
{ "dt_sample_sec": 0.125, "visibility_summary": { "avg_landmark_visibility": 0.795027, "lower_body_visibility": 0.674388 }, "hip_velocity_norm_per_sec": 0.15057402, "joint_angles_deg": { "spine_vs_vertical_deg": -153.7781, "left_hip_deg": 161.5876, "right_hip_deg": 153.6942, "left_knee...
null
8
1,875
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{ "nose": { "x": 0.3371776267886162, "y": 0.6310105277225375, "z": 0.028842598549090326, "visibility": 0.9883488416671753 }, "left_eye_inner": { "x": 0.33105696737766266, "y": 0.6403102512704208, "z": 0.041635659290477633, "visibility": 0.9871662259101868 }, "left_eye": { "...
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[ { "person_id": 0, "keypoints": { "nose": { "x": 0.3371776267886162, "y": 0.6310105277225375, "z": 0.028842598549090326, "visibility": 0.9883488416671753 }, "left_eye_inner": { "x": 0.33105696737766266, "y": 0.6403102512704208, "z": 0....
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{ "layer_name": "Layer 1.1 fallback", "layer_number": 1.1, "layer_type": "human_vision_fallback", "mean_rgb": [ 138.5200835503472, 133.49365885416665, 135.19196940104166 ], "std_rgb": [ 52.08189971223361, 52.34669310693175, 54.927381727412275 ], "brightness": 135.73523726851852, ...
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{ "nose": { "x": -0.23551317526363247, "y": 1.0846347676527939, "z": 0.12977409914218485, "visibility": 0.9883488416671753 }, "left_eye_inner": { "x": -0.2629384913223569, "y": 1.1263047643696558, "z": 0.18709696431633904, "visibility": 0.9871662259101868 }, "left_eye": { "...
{ "method": "hip_center_torso_scale", "origin": { "x": 0.38973840419203043, "y": 0.38894659001380205, "z": -0.0001198046375066042 }, "scale": 0.22317552869209092, "scale_axis": "torso_length_then_hip_width_fallback", "scale_fallback": "torso" }
{ "dt_sample_sec": 0.125, "visibility_summary": { "avg_landmark_visibility": 0.788054, "lower_body_visibility": 0.668655 }, "hip_velocity_norm_per_sec": 0.00960197, "joint_angles_deg": { "spine_vs_vertical_deg": -172.9099, "left_hip_deg": 164.3333, "right_hip_deg": 166.7636, "left_knee...
null
9
2,000
bulk_190_videos_4e1065b2
jogging_pexels_3048928.mp4
{"nose":{"x":0.35093128122389317,"y":0.6987370513379574,"z":-0.0297064664773643,"visibility":0.98915(...TRUNCATED)
1
[{"person_id":0,"keypoints":{"nose":{"x":0.35093128122389317,"y":0.6987370513379574,"z":-0.029706466(...TRUNCATED)
Full Locomotion Bundle (Walking + Jogging + Running)
1
proprietary_or_user_provided
true
motion_dataset_engine
layer11_pose
{"layer_name":"Layer 1.1 fallback","layer_number":1.1,"layer_type":"human_vision_fallback","mean_rgb(...TRUNCATED)
0
48
16
24
{"nose":{"x":-0.14903522522325222,"y":1.1730769712991707,"z":-0.10827305189888735,"visibility":0.989(...TRUNCATED)
{"method":"hip_center_torso_scale","origin":{"x":0.3916835645213723,"y":0.3779701655730605,"z":-0.00(...TRUNCATED)
{"dt_sample_sec":0.125,"visibility_summary":{"avg_landmark_visibility":0.779379,"lower_body_visibili(...TRUNCATED)
null
End of preview. Expand in Data Studio

QualityVision Locomotion Pose Dataset (Walking + Jogging + Running) — Sample

This is a compact, viewer-friendly sample extracted from a much larger HQ locomotion export generated by the QualityVision Motion Dataset Engine.

Looking for the full commercial export or custom delivery? See pricing & ready-made bundles on qvision.space/dataset-pricing.

What’s inside

  • data.jsonl: one JSON object per line (one frame per row) with 33 MediaPipe/BlazePose landmarks (x,y,z,visibility).
  • metadata/manifest.json: job metadata (fps, stride, post-processing flags).
  • metadata/global_stats.json: dataset-level rollups.
  • metadata/export_quality_report.json: QA thresholds + acceptance rates.
  • metadata/features.json: sequence-level metrics (per-video aggregates).

Note: Auxiliary JSON files are kept under metadata/ so the Hub viewer builds previews only from data.jsonl.

Sample vs full commercial exports

This Hub sample Full exports (paid)
Scale Small subset for evaluation Large HQ exports (e.g. 25k+ frames, multi-video bundles)
Use Validate schema, parsing, model prototyping Production datasets + optional custom scopes
Delivery Files on the Hub Secure download link / delivery within 24–72h
License CC BY-NC 4.0 Commercial license provided in writing

Data format (high level)

Each row contains:

  • timestamp_ms: timestamp of the frame in milliseconds
  • original_filename: source clip name (raw videos are not shipped here)
  • keypoints: dict of 33 landmarks (name → {x,y,z,visibility})

Coordinates:

  • x,y are normalized image coordinates in ([0..1])
  • z is a relative depth coordinate from the pose model

Quick usage

from datasets import load_dataset

ds = load_dataset(
    "Alaaharoun/QualityVision-Locomotion-Pose-Dataset-Walking-Jogging-Running",
    data_files="data.jsonl",
    split="train",
)
print(ds[0].keys())

Free technical references

  • GitHub samples repository: https://github.com/Alaaharoun/QualityVision-Motion-Dataset-Samples

Contact

Commercial licensing and custom datasets: info@qvision.space

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