East India
Computer Vision across Bihar
Vision systems for inspection, safety and counting, trained on your footage, deployed at your edge. Covering every district and PIN code in Bihar.
- Districts
- 38
- PIN codes
- 862
- Cities mapped
- 21
Computer Vision in Bihar
Vision models fail on lighting, not on architecture. We collect from your actual line, in your actual conditions, because a model trained on clean images will not survive a real shift.
Bihar runs on agriculture, food processing, education and retail and distribution, distribution networks and public service delivery across a very large rural base. Where computer vision earns its budget here usually follows directly from that mix.
We start from the constraint, not the capability, what the system must never do, who signs off, and what happens when it is wrong. Six weeks to something running in production, not six quarters to a strategy document.
नमस्ते , Namaste. We work in Hindi and English across Bihar.
Bihar coverage
- State / UT
- Bihar
- Region
- East India
- Districts covered
- 38
- PIN codes covered
- 862
- Cities mapped
- 21
- Working languages
- Hindi, English
What is included
- Data collection protocol and labelling workflow
- Model training against your real conditions and lighting
- Edge deployment with offline tolerance
- Precision and recall reported per defect class
- Integration with MES, PLC or alerting systems
- Retraining pipeline as conditions drift
Districts of Bihar
Every district has a coverage page listing its PIN codes.
- Araria11 PINs
- Arwal1 PINs
- Aurangabad(BH)23 PINs
- Banka12 PINs
- Begusarai27 PINs
- Bhagalpur24 PINs
- Bhojpur36 PINs
- Buxar26 PINs
- Darbhanga38 PINs
- East Champaran38 PINs
- Gaya39 PINs
- Gopalganj19 PINs
- Jamui11 PINs
- Jehanabad15 PINs
- Kaimur (Bhabua)9 PINs
- Katihar19 PINs
- Khagaria13 PINs
- Kishanganj7 PINs
- Lakhisarai7 PINs
- Madhepura13 PINs
- Madhubani37 PINs
- Munger9 PINs
- Muzaffarpur39 PINs
- Nalanda25 PINs
- Nawada25 PINs
- Patna62 PINs
- Purnia19 PINs
- Rohtas30 PINs
- Saharsa13 PINs
- Samastipur34 PINs
- Saran48 PINs
- Sheikhpura5 PINs
- Sheohar1 PINs
- Sitamarhi25 PINs
- Siwan34 PINs
- Supaul20 PINs
- Vaishali30 PINs
- West Champaran18 PINs
Other capabilities across Bihar
Questions
Do you cover all of Bihar?
Yes, all 38 districts and 862 PIN codes. Delivery is remote-first, so coverage is genuinely statewide rather than limited to the cities we happen to have offices in.
Which Bihar sectors do you work with most?
Across Bihar the economy leans towards agriculture, food processing, education, retail and distribution. Distribution networks and public service delivery across a very large rural base.
How much training data do we need?
It depends on defect variability, but a few hundred well-labelled examples per class is a realistic starting point. We design the collection protocol first so the data you gather is actually usable.
Does it run without internet?
Yes. We deploy at the edge with offline tolerance, syncing results when connectivity returns, essential in most plant environments.
What accuracy can we expect?
We report precision and recall per defect class against a held-out set from your line, rather than a single headline number. The honest figure varies by class and we show which ones are hard.
Computer Vision in Bihar
Covering all 38 districts. Tell us what you are trying to change.
Or email bd@dtrasglobal.com · call +91 74118 77878