Showing cs.CVShow all
2 papers · 1 filter
cs.CV2026
MYOPIA: Understanding the Limits of Tree-Based Reasoning in Vision-Language Models
Islam Mesabah, Sary Elmansoury, Gerrit Großmann +2
Decision trees can make vision-language model (VLM) classification interpretable by replacing a single prediction with a sequence of root-to-leaf questions. However, the accuracy c…
cs.CV2025
Decomposing Visual Classification: Assessing Tree-Based Reasoning in VLMs
Sary Elmansoury, Islam Mesabah, Gerrit Großmann +4
Vision language models (VLMs) excel at zero-shot visual classification, but their performance on fine-grained tasks and large hierarchical label spaces is understudied. This paper…