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Champion (1st Worldwide, Track 2: Traffic Scene Understanding)
★ 1st WorldwideAchieved 87.09% question-answering accuracy using frozen V-JEPA 2.1 representations and training-free relational refinement. Awarded Winner Certificate by the NVIDIA AI City Challenge Organizing Committee.