joint-embedding predictive architecture 1masked predictive modeling 1monocular depth estimation 1self-supervised learning 1vision transformers 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.CV2026
JEPADepth: Masked Predictive Representation Learning for Self-Supervised Monocular Depth Estimation
IonuÅ£ Grigore, CÄlin-Adrian Popa
The paper introduces JEPADepth, a self‑supervised monocular depth estimation method that adds a masked predictive loss using a pretrained DINOv3 Vision Transformer encoder to the u…
cs.CV2025
FPC-Net: Revisiting SuperPoint with Descriptor-Free Keypoint Detection via Feature Pyramids and Consistency-Based Implicit Matching
IonuÅ£ Grigore, CÄlin-Adrian Popa, Claudiu Leoveanu-Condrei
The extraction and matching of interest points are fundamental to many geometric computer vision tasks. Traditionally, matching is performed by assigning descriptors to interest po…