2 papers
cs.CV2025
Revisiting Vision Language Foundations for No-Reference Image Quality Assessment
Ankit Yadav, Ta Duc Huy, Lingqiao Liu
Large-scale vision language pre-training has recently shown promise for no-reference image-quality assessment (NR-IQA), yet the relative merits of modern Vision Transformer foundat…
cs.CV2025
Exploring Primitive Visual Measurement Understanding and the Role of Output Format in Learning in Vision-Language Models
Ankit Yadav, Lingqiao Liu, Yuankai Qi
This work investigates the capabilities of current vision-language models (VLMs) in visual understanding and attribute measurement of primitive shapes using a benchmark focused on…