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Object Detection

Classification

Instance Segmentation

+3

Model Type

RF-DETR

YOLO26

YOLOv11

YOLOv8

YOLO-NAS

+4

Classes

Related Objects of Interest:

bag cap column box bird

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

# 4. Get your results
print(result)

Top Bubble Datasets and Models

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

Related Objects of Interest:

bag cap column box bird

3 project thumbnail

Object Detection

3

by New Workspace

32 images

3 rectangle speech bubble

HD 3 project thumbnail

Object Detection

HD 3

215 images1 model1

Blow_Hole Bubble Crack

CV_tofu 3 project thumbnail

Object Detection

CV_tofu 3

169 images

bubble chip debris dent line cut spot

WebComics+Mangas 3 project thumbnail

Object Detection

WebComics+Mangas 3

by Luciano Bastos Nunes

341 images

Webtoon-Annotate-3 project thumbnail

Object Detection

Webtoon-Annotate-3

by Webtoon Annotate

1k images

Box Bubble Continuation Outer_Text Small_Text System

AgriLife Microhistological 3 project thumbnail

Object Detection

AgriLife Microhistological 3

by AgriLife Microhistological

81 images2

bubble 3 Bubble ERCI NALE QUFU erci nale qufu qufu stem

Bubbles Detect 3 project thumbnail

Object Detection

Bubbles Detect 3

42 images

Annotation Group 3 project thumbnail

Instance Segmentation

Annotation Group 3

44 images

Runaway Horses-3 project thumbnail

Object Detection

Runaway Horses-3

by The Sea of Fertility

31 images

National Gallery of Art project thumbnail

Instance Segmentation

National Gallery of Art

by SA-Co Silver Dataset

845 images

animal background bag baseball bat belt bench bicycle bird block boat bolt book boot bowl box building button cabinet can candle

project project thumbnail

Object Detection

project

26 images

影像分析 project thumbnail

Object Detection

影像分析

252 images

balloon bubble toy

Bubble detection project thumbnail

Instance Segmentation

Bubble detection

200 images1 model6

ArtMind Repeated Figure Test project thumbnail

Object Detection

ArtMind Repeated Figure Test

110 images1 model9

animal bag balloon bird bowl bubble butterfly button cake camera candle carrot circle clock cloud coin cookie dog donut eye

flow project thumbnail

Instance Segmentation

flow

213 images

Bub_ANN_extra project thumbnail

Instance Segmentation

Bub_ANN_extra

by University Project

250 images3

Bub_ANN_SwarmAnna project thumbnail

Instance Segmentation

Bub_ANN_SwarmAnna

by University Project

108 images

Object Detection project thumbnail

Object Detection

Object Detection

by eye

183 images1

home automation project thumbnail

Object Detection

home automation

207 images2 models3

aluminium foil bag bottle bread chair cup fish honey jacket mug paper bag potato scissor watch Blade Brush Bubble Wrap CD cover Cabbage CalciumTablets

BubSet2-old project thumbnail

Object Detection

BubSet2-old

334 images

Bubble Activity

yolo project thumbnail

yolo

3.32k images

AD_ga AD_ga Coca_cola_500 Coca_cola_zero_degree NongFu spring_Drink water_550ml AD_ga Coca_cola_500 Coca_cola_zero_degree Tea_PI_ross AD_ga Coca_cola_500 NongFu spring_Drink water_550ml AD_ga Coca_cola_zero_degree AD_ga Coca_cola_zero_degree NongFu spring_Drink water_550ml AD_ga Coca_cola_zero_degree RIO_blue AD_ga Fanta_500 AD_ga Fanta_500 Pepsi_600 AD_ga RIO_blue AD_ga RIO_pink_275 AD_ga Tea_PI_ross Alkaqua_mineral water_570ml Alkaqua_mineral water_570ml Assam milk tea_Fried tea milky green_450ml C100_Calamansi_445ml Evergrande spring_Low sodium mineral water_500ml Ganter_Drink water_560ml Ganter_Natural mineral water_348ml Alkaqua_mineral water_570ml Assam milk tea_Fried tea milky green_450ml Cestbon_Drink water_555ml En snow_White peach soda_480ml Evergrande spring_Low sodium mineral water_500ml Ganter_Natural mineral water_348ml NongFu spring_Drink water_550ml Oriental leaf_oolong_500ml Alkaqua_mineral water_570ml Assam milk tea_Original flavor_500ml C100_Calamansi_445ml Evergrande spring_Low sodium mineral water_500ml Ganter_Drink water_560ml Master kong_Mist green tea_500ml Pepsi cola_White peach oolong flavor_330ml Pepsi_Aquafina_550ml Silver heron_Peanut milk_450ml Wahaha_Pure water_596ml Alkaqua_mineral water_570ml Assam milk tea_Original flavor_500ml C100_Calamansi_445ml Ganter_Drink water_560ml Ganter_Natural mineral water_348ml Genki forest_Pomegrante red raspberry flavor_480ml NongFu Spring_Long white snow_535ml Alkaqua_mineral water_570ml Assam milk tea_Original flavor_500ml En snow_White peach soda_480ml Evergrande spring_Low sodium mineral water_500ml Mirinda juice bubble drink_Apple flavor_450ml Mizone_Blood grapefruit orange flavor_600ml Alkaqua_mineral water_570ml C100_Calamansi_445ml Chunyue_Drink water_550ml Classmate xiaoming_Lime black tea_480ml Genki forest_Pomegrante red raspberry flavor_480ml Mizone_Blood grapefruit orange flavor_600ml Soda_Peach flavor_410ml Alkaqua_mineral water_570ml C100_Calamansi_445ml Classmate xiaoming_Lime black tea_480ml Ganter_Drink water_560ml NongFu Spring_Long white snow_535ml Pepsi_Aquafina_550ml

Printing Errors project thumbnail

Object Detection

Printing Errors

by Dev

639 images

bubble patches ink splash misregistration scar streak

SSV project thumbnail

Object Detection

SSV

27 images

MicroBubbleDroplet_Seg project thumbnail

Instance Segmentation

MicroBubbleDroplet_Seg

by microfluidics

322 images

bubble 0 0 0.511765 0.003125 0.511765 0.040625 0.535294 0.040625 0.552941 0.0453125 0.552941 0.046875 0.558824 0.046875 0.564706 0.0484375 0.570588 0.0484375 0.576471 0.05 0.582353 0.05 0.588235 0.0515625 0.588235 0.0578125 0.676471 0.0578125 0.676471 0.053125 0.694118 0.0484375 0.7 0.0484375 0.729412 0.040625 0.729412 0.0390625 0.741176 0.0359375 0.764706 0.0359375 0.764706 0.003125 bubblet droplet gas_phase oil_phase

both project thumbnail

Object Detection

both

633 images1 model

panel Speech_offscreen-bubble announcement_bubble caption-bubble friendlystock-chat-bubble speech-bubble thinking-bubble weak_speech_bubble whisper_bubble yell_bubble

Vision Based Filteration project thumbnail

Object Detection

Vision Based Filteration

by Vision Based Filteration

1.79k images1 model3

bubble tss worm

test1 project thumbnail

Object Detection

test1

91 images1 model

Speech_offscreen-bubble announcement_bubble caption-bubble friendlystock-chat-bubble speech-bubble thinking-bubble weak_speech_bubble whisper_bubble yell_bubble

Manhwa project thumbnail

Object Detection

Manhwa

284 images

Glass Defect Detection2 project thumbnail

Object Detection

Glass Defect Detection2

1

578 images1 model

bubble crack inclusion scratch

Air leak Bubble detection project thumbnail

Object Detection

Air leak Bubble detection

966 images

Test Bubble - v2 2025-02-12 10:13am

tire defect detection 2 project thumbnail

Object Detection

tire defect detection 2

309 images1

Bubble Shapes project thumbnail

Instance Segmentation

Bubble Shapes

33 images

Bub_ANN_Einzelblase project thumbnail

Instance Segmentation

Bub_ANN_Einzelblase

by University Project

768 images1

Runaway Horses project thumbnail

Object Detection

Runaway Horses

by The Sea of Fertility

450 images

Ktml project thumbnail

Object Detection

Ktml

by yasothon pittayakom school

43 images

Garbage-Paper Plastic bag Plastic bottle Plastic bottle cap Plastic bubble Plastic cup

FlowTube project thumbnail

Object Detection

FlowTube

by F4Y

400 images1

analyze_bubble_ratio_zxl2 project thumbnail

Instance Segmentation

analyze_bubble_ratio_zxl2

by Analyze Bubble

80 images

analyze_bubble_ratio_cycle project thumbnail

Instance Segmentation

analyze_bubble_ratio_cycle

by Analyze Bubble

82 images4 models

bubble bubble-taUV

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