v0.31.0

What's Changed

• Fix ignore_index=0 handling and add sparse_labels IoU mode by @gw0ods in #532
• Add support for torchgeo embeddings by @giswqs in #536
• feat: Add GeoAI MCP Server for AI agent integration by @ram-from-tvl in #528
• Add TESSERA support by @giswqs in #517
• Add WHU building detection model and HuggingFace Hub inference by @giswqs in #541
• Add S2 surface water detection model and inference notebook by @giswqs in #543
• Add OmniWaterMask integration for water body segmentation by @giswqs in #544
• Add water segmentation panel to QGIS plugin by @giswqs in #545
• Rename QGIS plugin package directory from geoai_plugin to geoai by @giswqs in #546
• Bump QGIS plugin to v0.6.0 by @giswqs in #547
• Bump version: 0.29.1 → 0.30.0 by @giswqs in #548
• Add instance segmentation panel to QGIS plugin by @giswqs in #550
• Improve code quality, documentation, and robustness by @giswqs in #551
• Fix json import bug, add all exports, and improve logging by @giswqs in #552
• Add comprehensive tests across 14 new test files by @giswqs in #553
• Refactor utils.py, add CLI, expand tests, and add CI coverage by @giswqs in #554
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci[bot] in #555
• Add batch processing pipeline framework by @giswqs in #556
• Add time-series analysis support for multi-temporal satellite imagery by @giswqs in #557
• Add Google Satellite Embedding download and interactive notebook by @giswqs in #558
• Add image recognition module with EuroSAT notebook example by @giswqs in #559
• Add multi-class object detection with NWPU-VHR-10 support by @giswqs in #560
• Bump version: 0.30.0 → 0.31.0 by @giswqs in #561

Full Changelog: v0.29.1...v0.31.0