
Wayfind XR is enhancing its indoor positioning engine and needs RGB-D point clouds of large public buildings (airports, malls, hospitals). Contributors will capture scans using supported LiDAR devices and upload aligned floorplan references.
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Wayfind XR is enhancing its indoor positioning engine and needs RGB-D point clouds of large public buildings (airports, malls, hospitals). Contributors will capture scans using supported LiDAR devices and upload aligned floorplan references.

SignSpeak Foundation is expanding its ASL-to-text translation dataset with new contributors across age groups. Upload 5-15 second RGB video clips for each targeted sign, following the provided framing and lighting guidelines.

LinguaNova AI is expanding its contact center speech recognizer with accents from Central and Eastern Europe, South Asia, and West Africa. Contributors record scripted and spontaneous speech following the provided prompt packs.

SkyBridge Airways is training a generative assistant to triage flight disruption emails in English, Spanish, French, and German. They need real examples of customer emails paired with anonymized airline responses, covering delays, baggage, schedule changes, and loyalty inquiries.
15 opportunities available

The International Botanic Exchange is cataloging high-resolution photographs of rare and endangered plant species to aid conservation modeling. Contributors should capture top, underside, and macro views of leaves and provide GPS proximity metadata.

Rivet Automation is aggregating downtime events from robotic welding cells to refine predictive maintenance models. Each submission should include PLC logs, maintenance annotations, and sensor snapshots for the affected shift.

Children's Health Research UK is collecting high-quality stethoscope recordings to improve early detection of pediatric asthma and bronchiolitis. Contributors will upload de-identified lung sound clips captured with electronic stethoscopes, accompanied by basic clinical context fields.

MetroSense is studying perceived crowding levels on rapid transit lines. Contributors capture ambient audio during peak and off-peak hours and label perceived comfort, line name, and rolling stock type.

CityDrive Labs is preparing a safety benchmark for Level-4 autonomous shuttles and needs short video clips capturing pedestrians interacting with crosswalks, construction zones, and curbside drop-offs across multiple cities. Contributors should document both day and night conditions and annotate any unusual behaviors (e-scooters, jaywalking, mobility aids).

GeoLumens is benchmarking sustainable development indicators using nighttime satellite imagery. Contributors provide cloud-free composites for secondary cities worldwide along with human-verified land-use annotations.

WildScan Initiative is curating annotated drone footage of large mammals in savanna ecosystems to improve detection models for anti-poaching patrols. Submissions should include bounding-box annotations for each herd member and environmental notes.

ScriptLearn Labs is preparing a handwriting recognition benchmark focused on Devanagari characters and ligatures. Contributors submit scanned worksheet pages following tracing guides for balanced character coverage.

Atlas Navigation is filling blind spots in its map data by sourcing imagery of rural road signage (warning, regulatory, informational) across North America and Australia. Each submission should include front and angled views under varied lighting.

CareFlow Analytics is building a triage recommender and requires de-identified emergency department admission summaries with structured triage decisions. Data should span cardiac, trauma, respiratory, and gastrointestinal chief complaints.

Enerlytics GmbH is aggregating multi-sensor time series from smart homes (electricity, HVAC, solar generation) to train demand-response forecasts. Contributors provide daily CSV exports and configuration metadata.