Related Objects of Interest: lack of fusion , lack of penetration , porosity , cracks , apical lesion , artifical crown , braces , buccoangular impacted tooth , calculus , class 1 cavity filling

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Top Lack Datasets and Models

The datasets below can be used to train fine-tuned models for lack detection. You can explore each dataset in your browser using Roboflow and export the dataset into one of many formats.

At the bottom of this page, we have guides on how to train a model using the lack datasets below.

Object Detection

Dental object Detection

8334 images

11 12 13 14 15 16 17 18 2 21 22 23 24 25 25-26 27 28 31 32

Object Detection

760 images

Object Detection

1022 images

cap cycle dot head name needle nose number phone #()+0+0 -0 0+0+1 0+1+0 0+1+1 0-6-1180 0-6-11801

Object Detection

X-ray weld inspection

179 images

crack LOP & Under fill Porosity Tig Inclusion defects lack of penetration lact of penetration slag spatter undercut

Object Detection

1144 images

burn through contamination good weld lack of fusion lack_of_penetration misalignment welding

TIG Al Welding Defect Classifier

6761 images

burn through contamination good weld lack of fusion lack of penetration misalignment

Object Detection

Weld Defect Detection

IntelligentWelding

45 images

0 Burnthrough Lack of Fusion Normal Welds

Object Detection

1

Weld Defect Detection

1749 images

BOTTLE Burnthrough Contamination Defects FACEWASH Lack of fusion Lack of penetration Misalignment Normal SANITIZER WINDOWCLEANER

Object Detection

Monas Workspace

1000 images

Lack of penetration

Object Detection

4927 images

Burn through Contamination Good weld Lack of fusion Lack of penetration

Object Detection Model snap

560 images1 model

burn-through cracks lack-of-fusion overfill porosity spatter underfill weld

Object Detection Model snap yolov11 yolov11s

Ti6Al4V defects

393 images3 models

cracks gas pores lack of fusion spatter unmelted powder

Object Detection

100 images

Object Detection snap

450 images

Clustered Porosity Crack False Inclusion Lack of Fusion Lack of Penetration Single Porosity Wormhole

Object Detection snap

1

Weld Defect Detection 2

1699 images

Burnthrough Contamination Lack of fusion Misalignment Normal

Object Detection

66 images

damage bulge impurity lack

Instance Segmentation

935 images

Background anomalies Facial inconsistencies Generic features Inconsistent lighting and shadows Lack of eye reflections Perfect Face Unnatural artifacts Unnatural composition

Instance Segmentation

935 images

Background anomalies Facial inconsistencies Generic features Inconsistent lighting and shadows Lack of eye reflections Perfect Face Unnatural artifacts Unnatural composition

Instance Segmentation

935 images

Background anomalies Facial inconsistencies Generic features Inconsistent lighting and shadows Lack of eye reflections Perfect Face Unnatural artifacts Unnatural composition

Instance Segmentation

1870 images

background person Background anomalies Facial inconsistencies Generic features Inconsistent lighting and shadows Lack of eye reflections Perfect Face Person Unnatural artifacts Unnatural composition human proportions

Object Detection

209 images

damage bulge lack white yiwu

Object Detection

2184 images

Crack Lack Of Fusion Lack Of Penetration Porosity Slag Inclusion

Object Detection

81 images

crack damage bulge impurity lack

Object Detection

57 images

damage bulge lack

Object Detection

2978 images

scratch break lack

Object Detection

queqianjiance2024

239 images

Lack of fusion defects porosity under cut

Object Detection

259 images

damage bulge lack yiwu

Object Detection Model yolov11 yolov11s

427 images1 model

burn-through cracks good-welding lack of fusion overlap porosity slag inclusion spatter undercut

Semantic Segmentation

108 images

Grat Hintergrund Naht Oberflächenrauheit Surface Galling Surface Lack of Fill Surface-Galling Surface-Lack-of-Fill Unbekannter Fehler Unbekannter-Fehler Ungleichmäßige Nahtbreite

Object Detection

1044 images

scratches cracks crease glue spot lack of abrasive

Object Detection

234 images

burn-through cracks lack-of-fusion overfill porosity spatter underfill weld

Object Detection

Welding Defects Detection

995 images

Cracks Lack of Fusion Porosity Undarcut

Object Detection

30 images

lack of fusion region micro-crack spherical-porosity

Object Detection

2978 images

scratch break lack

Weld Data Aug - LoP

363 images

Lack of Penetration

Instance Segmentation Model

PCB-with-io-broken-lack

657 images1 model

broken Lack i_o

Object Detection snap

Thermal_Images 2

222 images

Burnthrough Lack of Fusion Normal Surface Porosity Thermal_Defects

Semantic Segmentation

80 images

eaten goodbean grind lack sour unevenness

Object Detection Model

Surface detect of abrasive belt

903 images1 model

Cracks Crease Glue spot Lack of abrasive Scratches

Object Detection

166 images

corrosion dent burnout internal twist lack of armor mechenical damage scuff-marks twist

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