Gallery

Frames the system actually kept

Every image below is an unedited capture from the pilot site — the annotated frame the system saved at the moment it made the call. The amber polygon is the region of interest drawn over that camera's view. The label is the class and the confidence the model assigned.

Amber polygon: The region of interest. A detection inside it raises an alert; outside it, the event is logged only.
Box label: The class the detector assigned and its confidence, between 0 and 1.
Camera name: Left, Center and Right — the three cameras installed at the centre of the property.

Infrared night footage of an elephant inside a green detection box labelled elephant 0.94. — Elephant tracked across the frame
Left Cam, 28 March 2026, 23:06. A single elephant held at 0.96 confidence as it moves away from the camera, the box shrinking with it.

Three elephants, one frame
Center Cam · 8 April 2026 · 00:52
Three separate detections at 0.59, 0.79 and 0.89 — a herd, not a single animal. This is the case the deterrent is really for.
Wild boar inside the region
Right Cam · 7 May 2026 · 01:50
First held as an animal at 0.46, then confirmed as wild boar at 0.55 before the alert was raised. Nothing is treated as real until the second check agrees.
Deer on the boundary
Center Cam · 16 May 2026 · 03:36
A deer at 0.89 sitting right on the edge of the region — the exact case per-camera polygons exist to resolve.
Two deer, four in the morning
Left Cam · 9 May 2026 · 04:06
Two animals held simultaneously at 0.89 and 0.88 — and still one alert, not forty. Suppressing duplicates is as much of the job as spotting the animal.
Deer at distance
Left Cam · 4 June 2026 · 02:51
Both animals at 0.83, near the far edge of the roughly 80-metre region. Distance is where detection gets hard and where infrared earns its place.
Wild boar crossing
23 July 2026 · 22:3x
Raw camera footage without overlay — a wild boar moving through grass at the edge of the crop.
The deterrent firing
27 May 2026 · 23:09
A confirmed detection closes the relay and the site answers: lights strobe across the perimeter — bright enough to blow out the camera's exposure — while the preset audio clip plays. Unmute to hear it. This is the part that turns an animal back.
On site
Field visit · Kerala
Reju Varghese with teammates Sam and Jahir at the site.
Looking at the problem
Field visit · Kerala
The ground a deployment has to cover — forest edge meeting open farmland.
Thiruvananthapuram
Office
The Vision Logix team at the office.
Deerkha Drishti
Intelligent wild animal detection, alert and deterrent system
The product name and what it does, on the back of a shirt.
Guardians of the Green
Press feature
A newspaper feature on how AI is warding off wildlife raids on Kerala's farmlands.