We present Perception-R1, a scalable RL framework using Group Relative Policy Optimization (GRPO) during MLLM post-training. Key innovations: 🎯 Perceptual Perplexity Analysis: We introduce a novel ...
Abstract: Visual understanding of 3-D objects is essential for robotic manipulation, autonomous navigation, and augmented reality. However, existing methods struggle to perform this task efficiently ...
Most brands approach QR Code safety as a trust challenge. The assumption is that consumers hesitate to scan QR Codes because they are wary of scams and do not trust QR Codes. Uniqode’s consumer survey ...