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Jehun Kang

1 paper indexed

arxivcs.CVcs.AIcs.RO2026-07-17

DPNeXt: A Lightweight Multi-Scale Feature Fusion Framework for Efficient ViT-Based Multi-Task Dense Prediction

Jehun Kang, Jungha Wang, Youngjun Hwang, David Hyunchul Shim

Multi-Task Learning (MTL) in robotics perception systems supports comprehensive 3D spatial scene understanding by integrating semantic segmentation and depth estimation. While Vision Foundation Models (VFMs) are increasingly adopted as robust feature encoders, existing decoding s…

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