Head Count | Blockhavets Eko ParkEdeby-watch.003 · MANUALREPLAY

Initial Recon Flight · 2026-09-09 13:24:10 · Edeby Gård

Drone Pilot & AI Engineer · Jesper Karlsson

SRT
Telemetry
PARAMVALUE
LAT
LON
ALT_REL
YAW
STATE
MODEREPLAY
TRACK0 pts
FRAMES0
Flight
KEYVALUE
NAMEInitial Recon Flight
IDEdeby-watch.003
TYPEMANUAL
DUR486 s
SRCDJI_Flight_Data.srt
Events of interest
TEVENT
03:27Health Check Close Up
03:52Geofencing Detected
Camera · SRT / EXIF
KEYVALUE
ACDJI Mini 3 Pro
ISO110
SHUTTER1/60.0
APERTUREf/1.7
CT5124 K
FOCAL240 (raw)
ALT05 m rel
Loading map…
Mission dialog
TSRCEVENT
Herd register · visible
CLASSEXPSEENΔ
Chestnut120
Pinto20
Dark90
White30
TOTAL VIS260

EXP = farm register (26). SEEN = verified unique this flight (räknemanus) — not raw Grounding DINO. Dark = svart + brun. Dedup frames add 0. Report visibility + occlusion — never a false-precise total.

Detect log

Grounding DINO · prompt: "horse." · zero-shot · nadir · no site fine-tune
Map dots = projection probe (pixel→lat/lon via Mini 3 Pro FOV + SRT; flat ground, estimated heading). Not survey-grade. Raw boxes ≠ herd total — SEEN is curated unique (räknemanus).

IDTCONFLATLONFRCLR
Collecting Training Data · SMHI
Mariefred (SMHI 97170) · forecast @ Edeby · attribute SMHI
PARAMVALUEUNITSRCNOTE
WINDm/s97170
CLOUD%97170
SUN_ELEVdegcaptureOK @ capture
VIS / RH— / —km / %97170
FOG/MIST97170
PRECIPmm97170
TEMP°C97170

Mist/haze inferred from visibility and humidity. Fog = SMHI symbol 7 or visibility under 1 km.

This is an AI-assisted horse-monitoring application. For this proof of concept, the drone survey is flown manually but is prepared to run autonomously via PX4. The drone collects imagery over the pastures, after which the footage is analysed using the zero-shot Grounding DINO model, visually cross-checked, and fed back as training data. Detections are tallied to produce a head count and keep stable staff informed.

Weather data is provided by SMHI and added as training dimensions, while simulation and future autonomous-flight simulation are supported by self-hosted open source apps running on Oracle Cloud.