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Project Type

Object Detection

Classification

Instance Segmentation

+3

Model Type

RF-DETR

YOLO26

YOLOv11

YOLOv8

YOLO-NAS

+4

Classes

Related Objects of Interest:

lack of fusion crack porosity normal undercut

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Try Lack Detection API

Run on custom image

Drop or click to upload

# 1. Import the library
from inference_sdk import InferenceHTTPClient

# 2. Connect to your workspace
client = InferenceHTTPClient(
  api_url="https://serverless.roboflow.com",
  api_key="API_KEY"
)

# 3. Run your workflow on an image
result = client.run_workflow(
  workspace_name="<YOUR_WORKSPACE>",
  workflow_id="<YOUR_WORKFLOW_ID>",
  images={
    "image": "YOUR_IMAGE.jpg"  # Path to your image file
  },
  parameters={
    "classes": "lack"
  },
  use_cache=True  # cache workflow definition for 15 minutes
)

# 4. Get your results
print(result)

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.

Related Objects of Interest:

lack of fusion crack porosity normal undercut

lack-of-a-plasterer project thumbnail

Object Detection

lack-of-a-plasterer

376 images2 models

lack-of-plasters-02kH

Surface detect of abrasive belt project thumbnail

Object Detection

Surface detect of abrasive belt

by

903 images1 model2

Cracks Crease Glue spot Lack of abrasive Scratches

Printer-fire project thumbnail

Instance Segmentation

Printer-fire

2.34k images1 model1

fire smoke Brushed Collapse Lack Model Printer Printer Head

meltpool recognition project thumbnail

Object Detection

meltpool recognition

934 images6

normal irregularity lack of fusion overheating

Weding detection project thumbnail

Object Detection

Weding detection

by welding defect detection

84 images

crack Burn Through concavity excass incons Start-Stop lack of fusion pin hole porosity slag undercut underfill welding-defect

Weld Data Aug - LoP project thumbnail

Weld Data Aug - LoP

363 images

Lack of Penetration

data project thumbnail

data

31 images

crack lack of fusion porosity

TIG Al Welding Defect Classifier project thumbnail

TIG Al Welding Defect Classifier

6.76k images1 model1

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

Dog poo project thumbnail

Dog poo

2.04k images

Diarrhea Lack-of-Water Normal Soft-Poop

0606_self project thumbnail

Object Detection

0606_self

57 images1

damage bulge lack

Обнаружение дефектов зданий_Кучеренко(СМАРТГЕО) project thumbnail

Object Detection

Обнаружение дефектов зданий_Кучеренко(СМАРТГЕО)

by

1.39k images2 models9

crack biological damage corrosion of metal cracks on the glass destruction destruction of brickwork efflorescences lack of filling of the window opening opening without reinforcement peeling of the paintwork the grid of cracks in the plaster layer unvibrated area wet

Weld Defect Detection 2 project thumbnail

Object Detection

Weld Defect Detection 2

by Welding Images

2

1.7k images

Burnthrough Contamination Lack of fusion Misalignment Normal

Weld Defect Detection 3 project thumbnail

Object Detection

Weld Defect Detection 3

by Welding Images

2

1.4k images

Burnthrough Contamination Lack of fusion Normal

homemade_crack project thumbnail

Object Detection

homemade_crack

81 images

crack damage bulge impurity lack

Weld Defect Detection project thumbnail

Object Detection

Weld Defect Detection

by Welding Images

1.75k images1 model

Burnthrough Contamination Lack of fusion Lack of penetration Misalignment Normal

welding project thumbnail

Object Detection

welding

127 images2 models

cracks good-welding lack of fusion porosity spatter undercut

DataSet project thumbnail

Instance Segmentation

DataSet

5.87k images1 model1

Brushed Collapse Lack Model Printer Printer Head spaghetti stringing zits

My First Project project thumbnail

My First Project

by Pratibhas Workspace

123 images

Cracks Lack of fusion Porosity Spatter

Insulator project thumbnail

Object Detection

Insulator

1.47k images6

Fake Images project thumbnail

Instance Segmentation

Fake Images

by Reality Check

1.87k images13

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

Test Coco Conversion project thumbnail

Object Detection

Test Coco Conversion

298 images

Burn Through Crack Crater Excess Reinforcement Good Weld Irregular Lack of Fusion Porosity Spatter Undercut Underfill

weld_defect project thumbnail

Object Detection

weld_defect

41 images

Excessof penetration Inclusion lack of fusion lack of penetration porosity slag

Fake Images 4 project thumbnail

Instance Segmentation

Fake Images 4

by Reality Check

1.87k images4

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

Fake Images 3 project thumbnail

Instance Segmentation

Fake Images 3

by Reality Check

935 images

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

My First Project project thumbnail

Object Detection

My First Project

by jingyuanyolov13

2.72k images

crack film-lack film-res spot

Fake Images 2 project thumbnail

Instance Segmentation

Fake Images 2

by Reality Check

935 images1

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

gear project thumbnail

Object Detection

gear

by

398 images

ring spur crown lack

十三点 project thumbnail

Object Detection

十三点

by

1.04k images1

scratches cracks crease glue spot lack of abrasive

Image labelling project thumbnail

Object Detection

Image labelling

875 images

0 - no defects 1 - entrapped gas porosity 2 - incomplete melting-induced porosity 3- lack of fusion with unmelted particles inside large irregular pores 4 - cracks 5 - undefined

F_all_classes project thumbnail

Object Detection

F_all_classes

2.7k images1 model

Arc strike Burn Through Crack Excess-Reinforcement Irregular Lack of Fusion Overlap Porosity Spatter Undercut excess root penetration incomplete root penetration mechanical-damage root concvity slag-inclusion

FR4_defect_detection project thumbnail

Object Detection

FR4_defect_detection

108 images1

crack duplication lack weak welded

LEAF_PEOPLE_DETECTION project thumbnail

Object Detection

LEAF_PEOPLE_DETECTION

by objectDetection

6.11k images1 model

'Bacterial-Leaf-Blight''Fungal-Leaf-Spot''Lack-of-Calcium''Leaf-Spot''Yellow-Vein-Mosaic-Virus'People

HDR 2 project thumbnail

Object Detection

HDR 2

by Weld defect Detection

1.15k images

BurnThrough-BT Contamination-CN Lack of Fusion-LOF Normal Weld-NW

2r_weld_dataset project thumbnail

Object Detection

2r_weld_dataset

2.93k images

Arc strike Burn Through Crack Excess-Reinforcement Irregular Lack of Fusion Overlap Porosity Spatter Undercut excess root penetration incomplete root penetration mechanical-damage root concvity slag-inclusion

weld_defects_annotated project thumbnail

Object Detection

weld_defects_annotated

40 images

Lack of Fusion Spatters Undercut arc_strike burn-through incomplete root penetration mechanical_damage porosity slag_inclusion

X-ray weld inspection project thumbnail

Object Detection

X-ray weld inspection

179 images1 model1

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

weld_defects_new project thumbnail

Object Detection

weld_defects_new

97 images

Arc strike Lack of Fusion Overlap Porosity Undercut burn-through excess root penetration mechanical-damage objects-DGc2 root concvity slag-inclusion spatters

Thermal_Images project thumbnail

Object Detection

Thermal_Images

by Welding Images

222 images1 model

Burnthrough Lack of Fusion Normal Surface Porosity Thermal_Defects

Wafer project thumbnail

Object Detection

Wafer

3.2k images

crack scratch edge-spot film-lack film-res oxidize pit spot

x ray defects project thumbnail

Instance Segmentation

x ray defects

68 images3 models

crack cap cut lack of fusion pit holes porosity welding

object project thumbnail

Object Detection

object

760 images

Thermal_Images 2 project thumbnail

Object Detection

Thermal_Images 2

by Welding Images

222 images

Burnthrough Lack of Fusion Normal Surface Porosity Thermal_Defects

Weld Surface Defect Detection project thumbnail

Object Detection

Weld Surface Defect Detection

by Weld defect Detection

7.17k images

Burn Through-BT Contamination-CN Lack of Fusion-LOF Normal Weld-NW Spatter-SR Surface Crack-SC Undercut-UC

unevenness,lack,goodbean,grind , sour ,eaten project thumbnail

Object Detection

unevenness,lack,goodbean,grind , sour ,eaten

357 images1 model3

eaten goodbean grind lack sour unevenness

diplom project thumbnail

Object Detection

diplom

808 images2 models

bral crack in marshmallow defective marshmallow deformed marshmallow shape lack of glaze coverage on marshmallow marshmallow peeling off marshmallow glaze

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