NagarikAI
Sign in

Test photos

Two banks: real labelled pothole pairs from the OpenCity dataset (drive the closure-audit verdicts) and real Wikimedia photos for the other 6 categories (drive the agent pipeline across every issue type).

5 pothole cases6 category photos · Wikimedia Commons

Real pothole cases (closure-audit suite)

5 labelled before/after pairs
Case AHemmigepura12.880, 77.510 Expected: VERIFIED
Genuine fix, same spot — pothole gone
Before (citizen reports this)
Download
After (crew uploads this on /crew)
Download
What you should see
  • scene_similarity ≈ 0.92
  • defect before≈0.97 → after≈0.04
  • verdict: verified_resolved
Case BHoramavu13.050, 77.650 Expected: REJECTED (still defective)
Photo from a different location (1.7 km away)
Before (citizen reports this)
Download
After (crew uploads this on /crew)
Download
What you should see
  • scene_similarity ≈ 0.64
  • defect_after ≈ 0.98
  • verdict: rejected_still_defective
Case CBegur12.860, 77.630 Expected: REJECTED (scene mismatch)
Right GPS, wrong photo
Before (citizen reports this)
Download
After (crew uploads this on /crew)
Download
What you should see
  • scene_similarity ≈ 0.41 (below floor)
  • verdict: rejected_photo_swap
Case DBellanduru12.940, 77.670 Expected: REVIEW
Same spot, reused older photo of fixed road
Before (citizen reports this)
Download
After (crew uploads this on /crew)
Download
What you should see
  • scene_similarity ≈ 0.92
  • defect_after ≈ 0.21 (mid)
  • verdict: needs_review
Case EJakkuru13.070, 77.620 Expected: REJECTED (still defective)
Same spot but NOT actually fixed
Before (citizen reports this)
Download
After (crew uploads this on /crew)
Download
What you should see
  • scene_similarity ≈ 1.00 (identical)
  • verdict: rejected_still_defective

Other 6 categories — real Wikimedia photos

CC-BY-SA

Real photographs sourced from Wikimedia Commons. Use these to drive the agent pipeline across every issue type. The "after" image is a synthetic ✓ card so the ResolutionAgent has something to compare against.

Garbage / wasteBTM Layout12.917, 77.610
before (real)REAL · before
after (synthetic)synthetic · after
Download Try this
Broken streetlightIndiranagar12.972, 77.641
before (real)REAL · before
after (synthetic)synthetic · after
Download Try this
Burst pipe / water leakJayanagar12.928, 77.583
before (real)REAL · before
after (synthetic)synthetic · after
Download Try this
Open manhole / sewageMalleshwaram13.004, 77.571
before (real)REAL · before
after (synthetic)synthetic · after
Download Try this
Fallen treeHebbal13.036, 77.597
before (real)REAL · before
after (synthetic)synthetic · after
Download Try this
Encroachment / street vendorHongasandra12.892, 77.626
before (real)REAL · before
after (synthetic)synthetic · after
Download Try this
How to test: open /report, click any Bengaluru ward chip, then either upload one of the photos above or paste the Copy-URL value into the photo field. Either path fires the full 7-agent pipeline.