4 papers
Enginuity: A Dataset and Benchmark for Vision-Language Understanding of Engineering Diagrams
Abhishek Kumar, Isha Motiyani, Tilak Kasturi +3
Engineering diagrams pose a distinct challenge for vision-language models: unlike natural images or general documents, they encode information through dense spatial layouts, domain…
Enginuity: Building an Open Multi-Domain Dataset of Complex Engineering Diagrams
Ethan Seefried, Prahitha Movva, Naga Harshita Marupaka +2
We propose Enginuity - the first open, large-scale, multi-domain engineering diagram dataset with comprehensive structural annotations designed for automated diagram parsing. By ca…
Reasoning Riddles: How Explainability Reveals Cognitive Limits in Vision-Language Models
Prahitha Movva
Vision-Language Models (VLMs) excel at many multimodal tasks, yet their cognitive processes remain opaque on complex lateral thinking challenges like rebus puzzles. While recent wo…
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling
Prahitha Movva, Naga Harshita Marupaka
Technical reports and articles often contain valuable information in the form of semi-structured data like charts, and figures. Interpreting these and using the information from th…