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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:

improperly closed manhole closed manhole open manhole improperly oriented sign obscured sign

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Try Improperly 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": "improperly"
  },
  use_cache=True  # cache workflow definition for 15 minutes
)

# 4. Get your results
print(result)

Top Improperly Datasets and Models

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

Related Objects of Interest:

improperly closed manhole closed manhole open manhole improperly oriented sign obscured sign

zzz project thumbnail

Object Detection

zzz

by Jamiya Mendoza

2.3k images2

0 1 2 improperly worn mask no mask with mask

additional dataset project thumbnail

Object Detection

additional dataset

by Jamiya Mendoza

90 images3

0 1 2 improperly worn mask no mask with mask

Mask Project project thumbnail

Object Detection

Mask Project

860 images

Improperly masked masked no mask

RSIP_Image_Processing project thumbnail

Object Detection

RSIP_Image_Processing

by College Projects

2

1.03k images1 model9

closed manhole improperly closed manhole open manhole

huhu project thumbnail

Object Detection

huhu

by Jamiya Mendoza

30 images2

improperly worn mask no mask with mask

SSD Training Dataset project thumbnail

Object Detection

SSD Training Dataset

by Jamiya Mendoza

4.92k images2

improperly worn mask no mask no mask with mask with mask

new project thumbnail

Object Detection

new

by New Workspace

54 images3

improperly wearing mask no mask with mask

manhole_detection project thumbnail

Object Detection

manhole_detection

2

1.03k images13

closed manhole improperly closed manhole open manhole

Mask-yolo project thumbnail

Object Detection

Mask-yolo

by Kamila Makhambetova

59 images1 model5

not-wearing-mask wearing-mask-improperly wearing-mask-properly

detect hole project thumbnail

Object Detection

detect hole

by

843 images3 models1

manhole object pothole Manhole Pothole Potholes Speed Bump closed manhole improperly closed manhole open manhole potholes tombino

CityFix Projects2 project thumbnail

Object Detection

CityFix Projects2

4.24k images1 model14

pothole closed manhole improperly closed manhole open manhole

my_project project thumbnail

Object Detection

my_project

5.77k images

Illegible Sign Improperly Oriented Sign Missing Sign Obscured Sign

my_project project thumbnail

Object Detection

my_project

5.77k images

Illegible Sign Improperly Oriented Sign Missing Sign Obscured Sign

Manhole Detection project thumbnail

Object Detection

Manhole Detection

1

601 images

closed manhole improperly closed manhole open manhole

my_project project thumbnail

Object Detection

my_project

2.76k images

Illegible Sign Improperly Oriented Sign Missing Sign Obscured Sign

DATA project thumbnail

Object Detection

DATA

by DU

3

1.02k images1 model30

closed manhole improperly closed manhole open manhole

well_lid_taobao project thumbnail

Object Detection

well_lid_taobao

by A03

2.6k images8

circle good broke improperly closed manhole lose uncovered

hole project thumbnail

Object Detection

hole

2.6k images

circle good broke improperly closed manhole lose uncovered

grating project thumbnail

Instance Segmentation

grating

362 images1 model

empty hole manhole pothole 0 1 2 3 4 411 8 Pothole cleandrain closed manhole drain drain-clean-full half improperly closed manhole storm_drain

potholes project thumbnail

Object Detection

potholes

1

3.07k images2 models19

0 1 2 closed manhole improperly closed manhole open manhole

manhole detection project thumbnail

Object Detection

manhole detection

882 images1 model10

closed manhole improperly closed manhole open manhole

[Part 2] manhole dataset project thumbnail

Instance Segmentation

[Part 2] manhole dataset

by manhole dataset

242 images

closed manhole improperly closed manhole open manhole

pothole detection project thumbnail

Instance Segmentation

pothole detection

9.02k images1 model18

pothole closed manhole improperly closed manhole open manhole

QualiScan project thumbnail

Object Detection

QualiScan

by Induwara Bandara Weerasekara

1

5.28k images1 model

Damaged- Open or Improperly Sealed Damaged-Deformed or Punctured Intact

ADAR - Dataset (Object Detection Base) project thumbnail

Object Detection

ADAR - Dataset (Object Detection Base)

by descript Solutions GmbH

9.21k images3

cable fan 05 06 08 32 Abnormal BUN Browning Cracks Cross Dust F PV Fault Good Quality Hole Main unit PV Panel Shadow

manhole dataset part two` project thumbnail

Object Detection

manhole dataset part two`

by manhole dataset

326 images

Bicycle Bus Car Electric pole Motorcycle Person Traffic signs Tree Uncovered manhole closed manhole improperly closed manhole open manhole

[Part 4] manhole dataset. project thumbnail

Object Detection

[Part 4] manhole dataset.

by manhole dataset

86 images

closed manhole improperly closed manhole open manhole

pothole_manhole_drain20231110-4.00pm project thumbnail

Object Detection

pothole_manhole_drain20231110-4.00pm

by najwadatasetpart2

1.6k images9

hole manhole pothole 0 1 Pothole cleandrain closed manhole drain drain-clean-improperly closed manhole uncleandrain

Civic issues project thumbnail

Object Detection

Civic issues

by snehit agarwal

1.29k images

garbage good plastic pothole - collaborate with your team on computer vision projects - understand and search unstructured image data Broke Pothole Detection Project - v11 2025-01-29 6:56pm improperly closed manhole lose uncovered

Pothole detector project thumbnail

Instance Segmentation

Pothole detector

by Vellore institute of technologyChennai

2

7.99k images1 model42

object pothole Pothole Potholes closed manhole improperly closed manhole open manhole potholes

test project thumbnail

Object Detection

test

21k images4 models

bicycle car person pothole stair Downstairs Pothole Road Sidewalk Upstairs closed manhole curb improperly closed manhole open manhole people detection - v4 2023-11-04 9-25pm

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