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cs.CV2026
DepthART: Scaling Foundation Monocular Depth to Tiny Models
Feng Xue, Wu Chen, Mingshuai Zhao +7
Recent geometric foundation models (e.g., Metric3D, Depth Anything and UniDepth) have substantially improved monocular depth estimation (MDE) in both cross-scene generalization and…
cs.CV2026
Think Less, Act Early: Reinforced Latent Reasoning with Early Exit in Vision-Language-Action Models
Dianqiao Lei, Lianlei Shan
Existing Vision-Language-Action (VLA) models predominantly rely on explicit Chain-of-Thought (CoT) reasoning to bridge perception and action. While effective, this paradigm suffers…
cs.CV2026
The 1st PortraitCraft Challenge: A CVPR 2026 Workshop Competition on Portrait Composition Understanding and Generation
Zijie Lou, Youyun Tang, Xiaochao Qu +40
This paper presents an overview of the inaugural PortraitCraft Challenge, held as one of the official competitions at CVPR 2026. The challenge focuses on portrait composition under…