🛰️ Remote Sensing

🧠 NeurIPS2026 · 2 paper notes

📌 Same area in other venues: 🎞️ ECCV2026 (39) · 📷 CVPR2026 (63) · 🔬 ICLR2026 (11) · 🧪 ICML2026 (3) · 🤖 AAAI2026 (7) · 🧠 NeurIPS2025 (12)

🔥 Top topics: Remote Sensing ×2

PolyTopoBench: A Benchmark for Complex Vector Polygon Generation from Remote Sensing Imagery

Using two aerial-image datasets, four object categories, and 11 public baselines, PolyTopoBench separates region, ring-boundary, and complete ring-structure evaluation, showing that complex instances still have an 84%–100% topology error rate even when their IoU reaches 0.9.

SatNav: A Scalable Benchmark for Long-Horizon UAV Vision-Language Navigation from Satellite Imagery

SatNav automatically constructs 118,494 long-horizon navigation episodes from satellite imagery and OpenStreetMap and uses SwiftVLN to isolate memory designs: retaining only short-term memory reduces success rate by 21.3 percentage points on both test splits, while real-flight transfer remains supported by just 18 preliminary episodes.