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Latest from GISSchools

Continue learning with current published content.

These cards use existing published records, permanent URLs, metadata and managed image paths.

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GeoAI

Point Cloud Segmentation

CSF - Ground Filtering Algorithm for LiDAR

Separate candidate ground from elevated LiDAR returns with cloth simulation. A practical non-neural baseline for terrain preparation.

Muhammad Sohail
GeoAI

Change Detection

Siamese KPConv - 3D Point Cloud Change Detection

Compare aligned point clouds from two dates to learn spatial change classes, with clear separation between survey differences and real change.

Muhammad Sohail
GeoAI

Point Cloud Segmentation

SuperCluster - DALES 3D Panoptic Segmentation

Explore semantic classes and separate object instances in 3D, extending point-wise labels toward individual survey objects.

Muhammad Sohail
GeoAI

Time-Series Forecasting

Chronos-2 - Sensor Time-Series Forecasting

Forecast sensor histories with uncertainty intervals and optional covariates. Evaluate each deployment against local temporal baselines.

Muhammad Sohail
GeoAI

Anomaly & Defect Detection

PatchCore - Visual Inspection Anomaly Detection

Learn normal visual appearance and flag unusual image regions for review. Build a task-specific memory bank before inspecting new assets.

Muhammad Sohail
GeoAI

3D Reconstruction

MASt3R - Image Matching and 3D Reconstruction

Explore learned image matching and point-map reconstruction from overlapping photos, with explicit scale, georeferencing and licensing checks.

Muhammad Sohail
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