Image Data Collection Services for Vision AI

Consent-based, real-world image datasets across categories, demographics, geographies and conditions - collected worldwide through the HaiCrowd platform.

Talk to us

What Is Image Data Collection?

Image data collection is the process of sourcing real-world photographs and images that train and evaluate computer vision models. The quality, diversity and provenance of those images decide how well a Vision AI model performs in production, which is why consent-based, purpose-built collection matters far more than scraped or repurposed imagery.

HaiData collects image data through HaiCrowd, our own-built, own-cloud platform. You define the exact images you need, contributors capture them with informed consent through native iOS and Android apps, every submission passes multi-level and automated quality control, and approved datasets are delivered securely to your own cloud.

Image Data Collection Use Cases

Purpose-built image datasets for the computer vision applications teams are building today.

Object Detection & Classification

Labeled-ready images of objects and products across categories, angles and backgrounds for detection and classification models.

Facial Recognition

Human and face images collected with informed consent, across diverse demographics and conditions, for face detection and recognition.

OCR & Document Datasets

Document and text-in-image datasets for OCR, handled with privacy controls for any personal or identifying data.

Retail & E-commerce Vision

Product, shelf and packaging imagery for visual search, catalog tagging and retail shelf-monitoring models.

Agriculture

Crop, plant, soil and field imagery captured across geographies and seasons for agri-vision and crop-health models.

Medical Imaging

Privacy-first collection of medical and health-related imagery, handled with consent and strict privacy controls.

Augmented Reality (AR)

Scene, surface and object imagery across environments and lighting for AR anchoring, tracking and understanding.

Autonomous Systems

Real-world environment and scene imagery for perception in autonomous systems and robotics. See our video data collection for motion data.

Computer vision image data collection icon

Image Data We Collect

Consent-based image datasets built to your specification. We collect the categories, demographics and conditions your Vision AI model needs, with configurable capture specs and rich metadata on every image.

Image data collection for computer vision

Object & Product Images

Objects and products across categories, angles and backgrounds for detection, classification and visual search.

Human & Face Images

Human and face images collected with informed consent, across diverse demographics and conditions.

Document & ID Images

Document and ID imagery for OCR and verification, handled with privacy controls for personal data.

Scenes & Environments

Indoor and outdoor scenes, surfaces and environments for perception, AR and autonomous systems.

Diverse Conditions

Diverse demographics, geographies, lighting, devices and camera angles to reduce bias and improve robustness.

Configurable Specs & Metadata

Configurable resolution and formats (JPG, PNG, HEIC) with automatically captured, rich metadata on every image.

Privacy-first medical image data collection

Privacy-First for Sensitive Imagery

For medical, document and identity imagery, collection is consent-first and handled with strict privacy controls, GDPR-aligned and aligned with India's DPDP Act 2023. Explore our full AI data collection services or our image and video annotation for labeling.

How HaiData Collects Image Data with HaiCrowd

Image data collection runs end to end on the HaiCrowd platform, our own-built, own-cloud system for consent-based collection.

1
Native iOS & Android Apps

Contributors capture images directly through our native iOS and Android apps.

2
Dashboard-Configured Capture

Capture specs such as resolution and format are configured from the HaiCrowd dashboard.

3
In-App Informed Consent

Every contributor gives informed consent in the app before capturing images.

4
Automatic Metadata

Rich metadata is captured automatically with every image submission.

5
Multi-Level & Automated QC

Multiple levels of human review plus automated QC, including image similarity and duplicate detection.

6
In-App Global Payouts

Contributors are paid through in-app global payouts, keeping the crowd engaged worldwide.

7
Secure Own-Cloud Delivery

Approved image datasets are delivered securely to your own cloud storage.

A Leading Image Data Collection Company in India

HaiData is an image data collection company in India with global reach. We are operated from India and collect images worldwide, so you get access to diverse Indian and international contributors through the HaiCrowd platform - across demographics, geographies, lighting, devices and camera angles.

Our collection is informed-consent and aligned with India's DPDP Act 2023, giving every image dataset clean provenance and consent records. Approved data is delivered securely to your own cloud. If you are comparing image data collection companies in India, HaiData pairs India operations with a global crowd and an own-built platform. See how we compare among the best data collection companies in India.

Why HaiData for Image Data Collection

Ethics, quality and control built into every image dataset we deliver.

Consent-First Collection

Every image is captured with in-app informed consent, so your dataset carries clean provenance and consent records.

GDPR & DPDP Aligned

Data handling is GDPR-aligned and aligned with India's DPDP Act 2023, with ISO 27001 in progress (expected 2026).

99% Accuracy Target

Multi-level human review plus automated QC, including image similarity and duplicate detection, targeting 99% accuracy.

Global Crowd + India Operations

A worldwide contributor crowd paired with India operations, so you get geo-diverse, representative image data.

NVIDIA Inception Member

HaiData is a member of the NVIDIA Inception Program and is GoodFirms-recognized - independent marks of credibility.

Secure Own-Cloud Delivery

Approved image datasets are delivered securely to your own cloud, in the formats your pipeline needs.

Industries we Serve

AI is industry agnostic. So do we!

Automotive
Automotive
Healthcare
Healthcare
Agri Tech
Agri Tech
Retail
Retail
Warehousing
Warehousing
And More...

Frequently Asked Questions

HaiData is a strong choice for image data collection in India. We are operated from India with global reach, collect image data with informed consent through our own HaiCrowd platform and native iOS and Android apps, run multi-level and automated quality control including image similarity and duplicate detection, and deliver datasets to your own cloud. We are a member of the NVIDIA Inception Program and GoodFirms-recognized.

Through the HaiCrowd platform we access a global crowd of contributors alongside our India operations, so we can source images across diverse demographics, geographies, lighting conditions, devices and camera angles. You configure the target countries and capture specifications when you set up a project.

Every contributor provides in-app informed consent before capturing, so human and face images are collected consent-first with clear provenance. Document and ID images are handled with privacy controls. Our practices are GDPR-aligned and aligned with India's DPDP Act 2023, and ISO 27001 is in progress (expected 2026).

Capture specifications such as resolution and format are configured from the HaiCrowd dashboard, with common formats including JPG, PNG and HEIC. Each image is delivered with automatically captured metadata, and approved datasets are sent securely to your own cloud storage.

You create a project on the HaiCrowd platform and configure capture specs, target countries and demographics. Contributors capture images through the native iOS and Android apps with in-app informed consent and automatic metadata. Submissions pass multi-level and automated QC, contributors receive in-app global payouts, and approved images are delivered to your own cloud.

We combine multiple levels of human review with automated QC, including image similarity and duplicate detection, targeting 99% accuracy through multi-layer human review. Only images that meet your requirements are approved and delivered.

Ready to Collect Image Data for Your Vision AI?

Tell us the images you need and we will source them consent-first through the HaiCrowd platform. Explore our full AI data collection services, add video or multimodal data collection, or have your images labeled with image and video annotation.

Contact Us