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20242026
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cs.CV2026

TruckDrive: Long-Range Autonomous Highway Driving Dataset

Filippo Ghilotti, Edoardo Palladin, Samuel Brucker +3

Safe highway autonomy for heavy trucks remains an open and unsolved challenge: due to long braking distances, scene understanding of hundreds of meters is required for anticipatory…

cs.CV2026

UniLiPs: Unified LiDAR Pseudo-Labeling with Geometry-Grounded Dynamic Scene Decomposition

Filippo Ghilotti, Samuel Brucker, Nahku Saidy +3

Unlabeled LiDAR logs, in autonomous driving applications, are inherently a gold mine of dense 3D geometry hiding in plain sight - yet they are almost useless without human labels,…

cs.CV2025

Self-Supervised Sparse Sensor Fusion for Long Range Perception

Edoardo Palladin, Samuel Brucker, Filippo Ghilotti +3

Outside of urban hubs, autonomous cars and trucks have to master driving on intercity highways. Safe, long-distance highway travel at speeds exceeding 100 km/h demands perception d…

cs.CV2024

Dual Exposure Stereo for Extended Dynamic Range 3D Imaging

Juhyung Choi, Jinnyeong Kim, Seokjun Choi +5

Achieving robust stereo 3D imaging under diverse illumination conditions is an important however challenging task, due to the limited dynamic ranges (DRs) of cameras, which are sig…

cs.CV2024

Cross-spectral Gated-RGB Stereo Depth Estimation

Samuel Brucker, Stefanie Walz, Mario Bijelic +1

Gated cameras flood-illuminate a scene and capture the time-gated impulse response of a scene. By employing nanosecond-scale gates, existing sensors are capable of capturing mega-p…