Showing cs.CVShow all
2 papers · 1 filter
cs.CV2026
Absence is Presence: Understanding Visual Scene Negative Events Under Safety Cognitive Constraint
Zhiyun Jiang, Hanyong Wang, Binbin Liang +3
Traditional scene understanding focuses on affirmative information objectively present in images. However, in safety-critical domains, comprehending key information that should exi…
cs.CV2026
Benchmarking MLLMs via Cognitive Expected Scene Graph for Safety-Critical Visual Negation Understanding
Zhiyun Jiang, Hanyong Wang, Binbin Liang +3
True machine intelligence requires transcending passive pixel registration to master top-down functional reasoning over absent information via visual negation understanding. Howeve…