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Autonomous System Navigation
Map Uncertainty Test Project Image
Language-Driven Multimodal Semantic Change Detection in Urban Maps
Huaze Liu *, Zihao Gao *, Adyasha Mohanty
Proceedings of the Institute of Navigation GNSS+ conference (ION GNSS+ 2025)
[Paper] / [Code] (Released Soon)

We introduce a Multimodal Deep Learning framework that identify and explain map inconsistencies in real-time under different weather conditions in urban scene by fusing camera and LiDAR data.

Conformal Prediction
Conformal Prediction Meets Test-Time Uncertainty in Vision Foundation Models
Huaze Liu, Adyasha Mohanty
Trustworthy Foundation Models Workshop @ICCV 2025 (Under Review)
[Paper]

We apply split conformal prediction to CLIPSeg and Grounding DINO, demonstrating reliable statistical coverage for open-vocabulary semantic segmentation and revealing challenges in extending conformal methods to object detection.

Robotics Manipulation
Unitree image
[Paper] Some cool name...
Huaze Liu, Kehlani Fay, and more collaboraters!
Hopefully ICRA2026!

More to come.... I'll update the paper in Mid September!

Robot Co-design
Unitree image
[Paper] Some cool name...
Huaze Liu, Kehlani Fay, and more collaboraters!
Hopefully ICRA2026!

More to come.... I'll update the paper in Mid September!