Penguin-VL is a compact vision-language model family built to study how far multimodal efficiency can be pushed by redesigning the vision encoder, rather than only scaling data or model size.

Abstract: In underwater environments, the absorption and scattering of light often result in various types of degradation in captured images, including color cast, low contrast, low brightness, and ...

Abstract: Pre-trained encoders in computer vision have recently received great attention from both research and industry communities. Among others, a promising paradigm is to utilize self-supervised ...

Throughout the world, the diagnosis and treatment of systemic disease present major health challenges. While solutions vary, experts worldwide agree that early detection is key to improving outcomes.

# Tuned for a typical node: 4× NVIDIA RTX 2080 Ti (11 GB, Turing, CUDA 12.x). # Default mapping uses three cards in parallel; the fourth stays free unless ...

In online gaming, how quickly winnings are paid out can be just as important as how they are won. Some casinos process withdrawals within minutes, while others may take several days depending on their ...

CLINTON TOWNSHIP, Mich. – Residents across southeast Michigan have had enough. Missed trash pickups, delayed collections, and unanswered phone calls have plagued Priority Waste customers for more than ...