Morning Edition · Monday, July 27, 2026Published at 1:32 AM EDT · New York
A single model handles detection, segmentation, depth, keypoints, and 3D reconstruction as multimodal generation, replacing the usual collection of task-specific components.

SenseTime has fully open-sourced SenseNova-Vision, a model that reframes a range of perception tasks as unified multimodal generation. Those tasks include object detection, optical character recognition, segmentation, depth estimation, keyp…
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Open-Vocabulary, Promptable Vision Foundation Models
Vision foundation models shift to text-promptable, open-vocabulary detection, segmentation, and real-time tracking of arbitrary concepts, generalizing perception beyond fixed label sets across images and video and pushing open perception models toward production use.
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