Poster Thu, Sep 10, 2026 • 1:30 AM – 3:30 AM PDT ExHall # 452

Seeing Isn't Orienting: A Cognitively Grounded Hierarchical Benchmark for Object Orientation in MLLMs

Nazia Tasnim ⋅ Keanu Nichols ⋅ Yuting Yan ⋅ Nicholas Ikechukwu ⋅ Elva Zou ⋅ Deepti Ghadiyaram ⋅ Bryan Plummer

Keywords: Vision-Language Models & Foundation Models