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Defense performance evaluation on Dolphins Obj-CADA Level 3

Defense performance evaluation on Dolphins Obj-CADA Level 3

56.14GPT ScoreNutVLM

Updated 8mo ago

Evaluation results

Method	Links
NutVLM2026.02		56.14
Obj-CADA2026.02		51.14

State-of-the-art paper

NutVLM

NutVLM: A Self-Adaptive Defense Framework against Full-Dimension Attacks for Vision Language Models in Autonomous Driving

Dataset

Dolphins

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Driving Scene Understanding on Dolphins Multi-task Driving Scene Understanding Robustness on The Dolphins (Lvl. 0)Multi-task Driving Scene Understanding Robustness on The Dolphins Lvl. 1 Multi-task Driving Scene Understanding Robustness on The Dolphins (Lvl. 2)Multi-task Driving Scene Understanding Robustness on The Dolphins (Lvl. 3)

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