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Pages tagged sparse-representation
:page_facing_up: **[Read on arXiv](https://arxiv.org/abs/2405.19620)** SparseDrive by Sun et al. (ICRA 2025) proposes a paradigm shift from dense BEV-based end-to-end driving to fully sparse scene representations. The c…
:page_facing_up: **[Read on arXiv](https://arxiv.org/abs/2603.29163)** SparseDriveV2 by Sun et al. (2026) pushes the performance boundary of scoring-based trajectory planning by demonstrating that "scoring is all you ne…
📄 **[Read on arXiv](https://arxiv.org/abs/2312.17118)** 3D occupancy prediction has become a critical perception paradigm for autonomous driving, but existing methods process dense 3D volumes even though over 90% of vox…
📄 **[Read on arXiv](https://arxiv.org/abs/2404.09502)** Dense 3D occupancy prediction from multi-view cameras has become a key perception task for autonomous driving, but most methods process the full voxel volume -- in…