Title: Multi-Modal Disaster Damage Assessment from Satellite and Social Media Data
Description: Build a system that fuses satellite imagery and geotagged social media posts to
generate a unified, prioritized damage severity map. Satellite imagery provides spatial coverage
while social media posts contribute real-time human observations, and a dual-modality pipeline
combines both to guide early resource deployment decisions.
Domain: Disaster Response / Humanitarian Aid
Expected Outcome: A working prototype that ingests both image patches and geotagged text,
produces a severity score per area segment, and visualizes results as a layered damage map.
Evaluation should include ablation results showing the individual and combined contribution of
each modality.develop an responsive end to end working model in real time
Landing
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Damage Severity Map
Live Feed
Layered damage assessment view fusing satellite imagery with geotagged social media signals into a unified severity heatmap. Each zone reflects a composite score across structural damage, population density, and observed hazard reports.
3 Active Layers
12 High-Severity Zones
Updated 4 min ago
LayersView
50 km
14.2156° N, 78.9432° E
Live FeedActive
Events Mapped:8
Critical Zones:2
Zoom:100%
Last Update:14 min ago
Severity Scale
0%25%50%75%100%
Data Modality
Total Affected Areas
0
+143 todaygrid segments assessed
Highest Severity Zone
Sector 7-Delta
Critical — 9.4/10
Lat 34.052°N · Lon 118.243°W · 412 reports
Latest Update
08 May 2026
14:32 UTC
Satellite pass #S2B-7041 · SAR + optical fused
Data Freshness
2 hrs ago
Live ingestion active
Next refresh in ~18 min · 3 sources synced
Select Region:(Click a region to load its assessment)
Eastern Mindanao Corridor
7.2°N, 126.1°E · Last updated: 2024-11-14 08:42 UTC
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