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Evaluating various models across diverse categories reveals that current models can only maintain short-term consistency that degrades significantly once objects leave the field of view, highlighting the gap between current model capabilities and robust visual memory ("seeing is not remembering"), providing guidance for future development of 4D foundation models.
Executable inverse graphics can now be achieved from a single image using vision-language models, revolutionizing how we create and manipulate 3D scenes.
Forget hand-crafted physics models – NeuROK learns to generate realistic object deformations directly from data, opening the door to more general and scalable 4D simulations.