Large-scale Text-to-Image (TTI) models have become a common approach for generating training data in various generative fields. However, visual hallucinations, which contain perceptually critical defects, remain a concern, especially in non-photorealistic styles like cartoon characters. We propose a novel visual hallucination detection system for cartoon character images generated by TTI models. Our approach leverages pose-aware in-context visual learning (PA-ICVL) with Vision-Language Models (VLMs), utilizing both RGB images and pose information. By incorporating pose guidance from a fine-tuned pose estimator, we enable VLMs to make more accurate decisions. Experimental results demonstrate significant improvements in identifying visual hallucinations compared to baseline methods relying solely on RGB images. This research advances TTI models by mitigating visual hallucinations, expanding their potential in non-photorealistic domains.

In humans, the heart is the first functional organ to develop, starting to beat by four weeks after conception. During the development, the heart grows an intricate and complex network of muscle fibers, known as trabeculae, forming geometric patterns in the inner lining of the heart. The muscular band of heart tissue called the moderator band or the septomarginal trabecula is found in the right ventricle of the heart and was first described by Leonardo da Vinci in his exploration of human anatomy. Previously, scientists believe that these strand-like muscle structures have no use beyond the heart's early development. Now, a team of researchers at Imperial College London has found that these structures play a pivotal role in the electrical activity and pumping ability of the heart.

Dhananjay Motwani is thinking of an animal, and his 20 Questions opponent is, question by question, trying to figure out what it is. "Is it larger than a microwave oven?" "Yes." "No." "Is it a vegetarian?" "Yes." What's impressive here isn't that the questioner is a computer; that's old hat. It's that the machine and Motwani are chatting in his blue Hyundai Sonata, trundling along one of Silicon Valley's many freeways.

Intuitive Surgical's da Vinci robot is a technical marvel. Nearly half a million operations were performed in the U.S. by surgeons controlling its large, precise arms last year. One in four U.S. hospitals has one or more of the machines, which perform the majority of robotic surgeries worldwide and are credited with making minimally invasive surgery commonplace. But when executives from Verb Surgical, a secretive joint venture between Alphabet and Johnson & Johnson, presented at the robotics industry conference RoboBusiness late last month, they made the da Vinci sound lame. Intuitive's machine, with an average selling price of $1.54 million, is too expensive and bulky, they grumbled.

Intuitive Surgical's da Vinci robot is a technical marvel. Nearly half a million operations were performed in the U.S. by surgeons controlling its large, precise arms last year. One in four U.S. hospitals has one or more of the machines, which perform the majority of robotic surgeries worldwide and are credited with making minimally invasive surgery commonplace. But when executives from Verb Surgical, a secretive joint venture between Alphabet and Johnson & Johnson, presented at the robotics industry conference RoboBusiness late last month, they made the da Vinci sound lame. Intuitive's machine, with an average selling price of $1.54 million, is too expensive and bulky, they grumbled.

Intuitive Surgical's da Vinci robot is a technical marvel. Nearly half a million operations were performed in the U.S. by surgeons controlling its large, precise arms last year. One in four U.S. hospitals has one or more of the machines, which perform the majority of robotic surgeries worldwide and are credited with making minimally invasive surgery commonplace. But when executives from Verb Surgical, a secretive joint venture between Alphabet and Johnson & Johnson, presented at the robotics industry conference RoboBusiness late last month, they made the da Vinci sound lame. Intuitive's machine, with an average selling price of 1.54 million, is too expensive and bulky, they grumbled.