The "Galician Night Crawling" dataset exposes the fragility of current standard models when removed from the curated environments of datasets like KITTI or Cityscapes. We demonstrate that without specific training on nocturnal, high-noise data such as that found in the FU10 benchmark, autonomous vehicles risk critical failure modes in identifying vulnerable road users in real-world night driving.
What it sounds like
The sun begins to threaten the horizon. The streets are emptying, save for the last revelers stumbling home or looking for one last adventure. The video closes with the quiet, eerie calm of dawn breaking over the Galician coast, signaling the end of another prowl. fu10 the galician night crawling 2021
: The project likely captures the unique nocturnal landscape of The "Galician Night Crawling" dataset exposes the fragility
Capturing the "sound of silence" in Galicia—wind, nocturnal wildlife, and distant machinery. The streets are emptying, save for the last
: The "Coast of Death," home to the Route of Shipwrecks , where the night brings a heavy, atmospheric history of the Atlantic's power. Expand map
The "Galician Night Crawling" dataset exposes the fragility of current standard models when removed from the curated environments of datasets like KITTI or Cityscapes. We demonstrate that without specific training on nocturnal, high-noise data such as that found in the FU10 benchmark, autonomous vehicles risk critical failure modes in identifying vulnerable road users in real-world night driving.
What it sounds like
The sun begins to threaten the horizon. The streets are emptying, save for the last revelers stumbling home or looking for one last adventure. The video closes with the quiet, eerie calm of dawn breaking over the Galician coast, signaling the end of another prowl.
: The project likely captures the unique nocturnal landscape of
Capturing the "sound of silence" in Galicia—wind, nocturnal wildlife, and distant machinery.
: The "Coast of Death," home to the Route of Shipwrecks , where the night brings a heavy, atmospheric history of the Atlantic's power. Expand map