Bharat in Betastartup field guide
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No. 1395Problem statementSpace and research

SatQuery AI - An Interactive Vision-Language Assistant for Multimodal Remote Sensing Image Analysis through Text Queries

Source

Source summary

Build SatQuery AI, an agentic remote-sensing assistant accepting GeoTIFF/TIFF single images, co-registered optical/SAR pairs and corresponding two-date pairs. Require single-image VQA plus captioning or grounding, temporal change explanation/VQA and complementary optical/SAR analysis. Adapt at least one visual component to remote sensing using BigEarthNet.txt or suitable open training data; a generic unadapted VLM is insufficient. Route queries to specialist tools after compatibility checks and return confidence, visual evidence, downloads and an auditable tool/parameter trace, not internal reasoning. Evaluate prescribed public benchmark splits and held-out ISRO/SAC pairs; PNG/JPEG is limited to approved benchmarks and the weighting table is missing.

No. 1046Problem statementSpace and research

Target detection by optimizing Anomaly Detection in Hyperspectral Image Processing using AI/ML

Research AI/ML anomaly detection in public hyperspectral datasets such as Hyperion or AVIRIS, identifying spectrally unusual pixels and object signatures. The source discusses preprocessing, denoising, fusion and radiometric/atmospheric correction before evaluating deep-learning models. This overview retains image-analysis research scope without target-engagement instructions; improved detection remains to be demonstrated.

No. 1112Problem statementSpace and research

Integrated Geo-Referenced Fish Catch Data Repository and Access System

Create an INCOIS repository consolidating georeferenced fish-catch records from researchers, industry, cruises and image-based collection. Accept Excel data and organise by date, location, depth and species, with filters, visualisation and downloads for species-specific habitat research. Preserve distinctions between species-level weights and aggregate catch weights with species presence. Use separate occurrence and abundance modules, geographic/time filters, mapped results, Excel/CSV exports and authenticated access with an updating administration interface.

No. 1114Problem statementSpace and research

Data download Duplication Alert System (DDAS)

Develop a dataset-download duplication alert for institutes and research organisations. Maintain download metadata and use history or unique identifiers to recognise a dataset even under another filename. Before downloading, notify users of an existing copy in institutional repositories or user accounts, including its location, timestamp, period and spatial coverage. The source envisages applicability across research, academia, government and other sectors.