H2O.ai Catalog

Collection of Hydrogen Torch Use Cases

Document Signature Detection

Detect signatures in the digital documents

Object Detection Banking Image

Document Signature Verification

Verify, match, and compare the digital signatures

Image Metric Learning Banking Image

Smoke Segmentation

Segment the presence and location of smoke within images

Image Segmentation Manufacturing Image

Smoke Classification

Classify whether a given image contain smoke(s) or not

Image Classification Manufacturing Image

Underwater Starfish Detection

Detect the underwater starfish using object detection techniques

Object Detection AI4Good Image

Food Type Classification

Categorize food types based on their visual characteristics

Image Classification Media Image

Surface Crack Classification

Classify whether a given image contain crack(s) or not

Image Classification Manufacturing Image

Brain Tumor Classification

Predict the type of tumor based on medical imaging data

Image Classification Healthcare Image

Road Quality Classification

Classify the roads based on their quality

Image Classification Government Image

Building Segmentation

Segment buildings in the satellite images

Object Detection Government Image

Hurriance Damage Classification

Classify if a given region(area) contains flooding damage or not

Image Classification AI4Good Image

Flooding Area Segmentation

Segment the water regions in flooding area

Image Segmentation AI4Good Image

Product Defect Classification

Classify the defects in the machinery

Image Classification Manufacturing Image

Flooding Area Segmentation (multi-label)

Segment the flooding area in UAS (Unarmed Aerial System) imageries

Image Segmentation AI4Good Image

Road Segmentation

Segment the roads, potholes, and footpaths in a given image

Image Segmentation Government Image

Bird Species Classification

Classify the bird species in a given image

Image Classification AI4Good Image

Pest Species Classification

Classify the pest species in a given image

Image Classification Agriculture Image

Concrete Fiber segmentation

Identify and segment fibers in concrete images

Image Segmentation Manufacturing Image

Document Summarization

Generate a concise summary of a longer text

Text Sequence to Sequence Media Text

Whale Audio Detection

Identify whether an audio signal is related to a whale or not

Audio Classification AI4Good Audio

Pill Quality Classification

Classify whether a pill is dirty or not

Image Classification Healthcare Image

Pill Detection

Detect the pills in a given image

Object Detection Healthcare Image

Steel Defect Classification

Identify and classify defects in steel surfaces

Image Classification Manufacturing Image

Textile Defect Classification

identify whether the textile is damage or not

Image Classification Manufacturing Image

PCB Defect Detection

Detect and classify the defects in Printed Circuit Boards

Object Detection Manufacturing Image

Tea Leaves Disease Classification

Identify and classify the disease in the leaves

Image Classification Agriculture Image

Brain MRI Segmentation

Segment FLAIR abnormality regions in brain MR images

Image Segmentation Healthcare Image

Casting Defect Classification

Detect and classify the casting defects

Image Classification Manufacturing Image

Public Crowd Counting

Estimate the number of people in a given area

Image Regression Government Image

Document Stamp Detection

Detect stamps in the digital documents using object detection techniques

Image Segmentation Banking Image

ASL Alphabet Classification

Classify the American Sign Language (ASL) alphabet letters from images

Image Classification AI4Good Image

Crop Classification

Identify different types of crops in an agricultural field

Image Classification Agriculture Image

Urban Road Detection

Detect and segment the roads in urban areas

Image Segmentation Government Image

Weather Classification

Classify the weather type from a given image

Image Classification AI4Good Image

Wind Turbines Detection

Detect the wind turbines using object detection techniques

Object Detection Manufacturing Image

Skin Cancer Segmentation

Detect and segment skin lesions in medical images

Image Segmentation Healthcare Image

Bird Voice Classification

Identify the bird by using their audio

Audio Classification AI4Good Audio

Urban Sound Classification

Classify categories of audio signals in the urban environments

Audio Classification Government Audio

Printer Defect Detection

Detect malicious defects in 3D printer operations

Image Classification Manufacturing Image

AI-Generated Image Detection

Classify whether an image is generated by an AI or not

Image Classification Banking Image

Driving Lane Detection

Identify and segment the lanes on the road

Image Segmentation Government Image

Audio Emotion Detection

Classify human emotions from audio signals

Audio Classification Banking Audio

Document Classification

Classify different types of documents based on their content

Image Classification Banking Image

Germination Seedling Detection

Detect seedlings to assess quality of germination process

Object Detection Agriculture Image

Traffic Light Detection

Detect the traffic lights in image data

Object Detection Government Image

Trash Detection

Identify and classify various types of trash objects

Object Detection Government Image

Hardhat Detection

Detect the presence of hardhats in images

Object Detection Manufacturing Image

Heartbeat Sound Classification

Classify heartbeat sounds into different categories

Audio Classification Healthcare Audio

Disaster Tweets Classification

Classify tweets as either disaster-related or not disaster-related

Text Classification Government Text

Email Spam Classification

Classify emails into spam or non-spam categories

Text Classification Security Text

Online Reviews Classification

Classify the online reviews as positive, negative, and neutral

Text Classification Media Text

Spoken Digits Classification

Classify the spoken digits into 0 to 9

Audio Classification Manufacturing Audio

Similar Ads Image Identification

Identify the images of same bicycle within the same advertisement

Image Metric Learning Manufacturing Image

Car Parts Segmentation

Segment the car parts in a given image containing one or more cars

Image Semantic Segmentation Manufacturing Image

Hotel Recommendations

Rate the quality of 6 differnet facilities of the hotels using their reviews

Text Regression Marketing Text

Environmental Sound Classification

Classify the environmental sounds using audio classification techniques

Audio Classification Government Audio

Physical Objects Entity Recognition

Recognize the physical objects of the tokens in each text

Text Token Classification Media Text

News Summarization

Summarize the news articles

Text Sequence to Sequence Media Text

Article Readability Scoring

Calculate the readability scores of the texts

Text Regression Marketing Text

Toxic Comment Classification

Classify the online comments into different categories

Text Classification Media Text

Person Re-Identification

Identify the images of the same person from set of person images

Image Metric Learning Banking Image

Protests Related Texts Identification

Identify the protests related texts

Text Classification Security Text

Similar Questions Grouping

Identify the similar questions asked in an online forum

Text Metric Learning Media Text

Search Queries Wellformedness

Rate the wellformedness of the online search engine queries

Text Regression Media Text

Question Answering in Contexts

Answer the questions from given contexts

Text Span Prediction Media Text

Speech Commands Classification

Transcribe the spoken commands and convert them into actionable instructions

Speech Recognition Banking Speech

Speech Intent Classification

Categorize the user's intended action or query based on the spoken inputs

Speech Recognition Banking Speech

Speech Transcript Generation

Generate transcripts for US english speech samples

Speech Recognition Government Speech

CT-Scan Chest and Lungs Segmentation

Segment the human chest and lungs in CT-Scan images

3D Image Semantic Segmentation Healthcare 3D Image

Nerves Segmentation in Ultrasound Images

Segment a collection of nerves in the ultrasound images

Image Semantic Segmentation Healthcare Image

Covid-19 Cough Audio Regression

Predict the severity of cough using cough audio

Audio Regression Healthcare Text

News Article Classification

Classify news articles in different categories

Text Classification Media Text

Fake News Classification

Detect fake news using text classification techniques

Text Classification Media Text

Biomedical Text Classification

Classify biomedicine scientific articles in different categories

Text Classification Healthcare Text

Book Rating Regression

Predict the book rating using their reviews

Text Classification Media Text

Disease Classification

Predict potential diseases or medical conditions based on reported symptoms

Text Classification Healthcare Text

Tweet Emotion Detection

Detect and classify emotions expressed in tweets

Text Classification Media Text

Fake Job Posting Detection

Detect and classify fraudulent job postings in online platforms

Text Classification Security Text

Mental Disorder identification

Identify and classify mental disorders

Text Classification Healthcare Text

SQL Create Context

Generate SQL queries or statements based on contextual information

Text Span Prediction Research Text

Adversarial-QA

Develop and test robust question-answering systems against adversarial attacks

Text Span Prediction Security Text

Scientific Papers NER

Extract and classify named entities from scientific papers

Text Sequence to Sequence Research Text

Bank Emotion Detection

Detect and classify customer emotions during interactions with banking services

Text Classification Banking Text

Insurance Holder Detection

Determine and classify individuals holding insurance policies or claims

Text Span Prediction Banking Text

Music Instrument Classification

Classify musical instruments based on audio recordings

Audio Classification Media Audio

Human Stress Prediction

Predict individuals stress levels based on physiological or behavioral signals

Text Classification Healthcare Text

Gun Type Classification

Recognize and classify firearms or gun-related objects from images or video data

Audio Classification Government Audio

Siren Sounds Classification

Detect and classify emergency vehicle siren sounds from audio data

Audio Classification Government Audio

Speaker Recognition

Identify and verify individuals based on vocal characteristics or speech patterns

Audio Classification Banking Audio

Malicious Drones Prediction

Predict and classify potentially harmful or unauthorized drones

Image Classification Security Image

Face Mask Detection

Detect and classify individuals wearing or not wearing face masks from images or video streams

Object Detection Government Image

Road Footpath Recognition

Detect and recognize footpaths or pedestrian walkways in images or video data

Image Semantic Segmentation Government Image

Resistor Image Classification

Classify an input resistor image into its corresponding type or category

Image Classification Manufacturing Image

Tire Texture Classification

Classify an input tire image into its corresponding texture category

Image Classification Manufacturing Image

Flower Recognition

Classify an input flower image into its corresponding species or category

Image Classification Agriculture Image

Railway Defect Classification

Classify an input image or video frame into the corresponding defect category

Image Classification Government Image

Motorcycle Rider Segementation

Segment the motorcycle and the rider from the surrounding nighttime environment

Image Semantic Segmentation Government Image

Football Player segmentation

Segment each football player present in the video frames

Image Classification Sports Image

Malaria Cell Detection

Identify and classify red blood cells as infected or uninfected with malaria parasites

Image Classification Healthcare Image

Audio Anonmaly Detection

Classifies the audio segments into 4 machine parts: valve, fan, slider and pump

Audio Classification Manufacturing Audio

Deforestation Segmentation

Segment deforested areas with multi-modal satellite imagery

Image Segmentation AI4Good Image