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self-supervised-learning
2 posts6–Jul 12, 2026
Ant Group Open-Sources LingBot-Vision: A Boundary-Centric Vision Model
Ant Group's open-source LingBot-Vision turns boundary predictions into a self-supervised training signal, beating the 7B DINOv3 with far fewer parameters.
computer-visionself-supervised-learningvision-transformersdepth-estimationLingBot-Vision: 0.3B ViT-L matches DINOv3-7B on depth
Ant Group released LingBot-Vision, self-supervised vision backbones in four sizes under Apache-2.0; the 0.3B ViT-L nearly matches DINOv3-7B on NYUv2 depth.
computer-visionself-supervised-learningvision-transformersdino