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Multi-task Driving Scene Understanding Robustness on The Dolphins (Lvl. 4)

41.74Final ScoreNutVLM
33.898435.934237.9740.0058Feb 9, 2026

Evaluation results

MethodLinks
NutVLM2026.0241.74
Scene–CADA2026.0240.86
NRP2026.0240.75
Bit-Red2026.0240.6
AAA2026.0240.45
MS2026.0240.05
JPEG2026.0239.25
TVM2026.0234.2