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Multi-task Driving Scene Understanding Robustness on The Dolphins Lvl. 1

45.71Final ScoreNutVLM
37.275639.465341.65543.8447Feb 9, 2026

Evaluation results

MethodLinks
NutVLM2026.0245.71
NRP2026.0245.68
AAA2026.0245.64
Bit-Red2026.0245.59
Scene–CADA2026.0245.52
MS2026.0244.55
JPEG2026.0242.85
TVM2026.0237.6