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

44.59Final ScoreNutVLM
35.448437.821740.19542.5683Feb 9, 2026

Evaluation results

MethodLinks
NutVLM2026.0244.59
AAA2026.0243.95
MS2026.0243.7
Scene–CADA2026.0243.56
NRP2026.0243.45
Bit-Red2026.0243.2
JPEG2026.0241.1
TVM2026.0235.8