StereoFoley generates spatially accurate stereo sound at 48 kHz directly from video input. This framework solves the lack of professionally mixed datasets to deliver object-aware imaging. It outperforms existing mono models in semantic accuracy and synchronization. Developers can now automate high-fidelity, temporally aligned audio tracks for complex visual scenes.