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Shuguo Jiang

2 accepted papers

2025

Exploring Scene Affinity for Semi-Supervised LiDAR Semantic Segmentation

CVPR 2025poster

This paper explores scene affinity (AIScene), namely intra-scene consistency and inter-scene correlation, for semi-supervised LiDAR semantic segmentation in driving scenes. Adopting teacher-student training, AIScene employs a teacher network to generate pseudo-labeled scenes from unlabeled data, whi…

2024

DMTG: One-Shot Differentiable Multi-Task Grouping

ICML 2024poster

We aim to address Multi-Task Learning (MTL) with a large number of tasks by Multi-Task Grouping (MTG). Given $N$ tasks, we propose to **simultaneously identify the best task groups from $2^N$ candidates and train the model weights simultaneously in one-shot**, with **the high-order task-affinity ful…