3 papers
cs.CV2026
Benchmarking Adversarial Robustness and Adversarial Training Strategies for Object Detection
Alexis Winter, Jean-Vincent Martini, Romaric Audigier +2
Object detection models are critical components of automated systems, such as autonomous vehicles and perception-based robots, but their sensitivity to adversarial attacks poses a…
cs.CV2025
WarNav: An Autonomous Driving Benchmark for Segmentation of Navigable Zones in War Scenes
Marc-Emmanuel Coupvent des Graviers, Hejer Ammar, Christophe Guettier +2
We introduce WarNav, a novel real-world dataset constructed from images of the open-source DATTALION repository, specifically tailored to enable the development and benchmarking of…
cs.CV2025
CaMiT: A Time-Aware Car Model Dataset for Classification and Generation
Frédéric LIN, Biruk Abere Ambaw, Adrian Popescu +3
AI systems must adapt to evolving visual environments, especially in domains where object appearances change over time. We introduce Car Models in Time (CaMiT), a fine-grained data…