Symphonize 3d semantic scene completion with contextual instance queries

H Jiang, T Cheng, N Gao, H Zhang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract 3D Semantic Scene Completion (SSC) has emerged as a nascent and pivotal
undertaking in autonomous driving aiming to predict the voxel occupancy within volumetric …

Voxformer: Sparse voxel transformer for camera-based 3d semantic scene completion

Y Li, Z Yu, C Choy, C **ao, JM Alvarez… - Proceedings of the …, 2023 - openaccess.thecvf.com
Humans can easily imagine the complete 3D geometry of occluded objects and scenes. This
appealing ability is vital for recognition and understanding. To enable such capability in AI …

Ndc-scene: Boost monocular 3d semantic scene completion in normalized device coordinates space

J Yao, C Li, K Sun, Y Cai, H Li, W Ouyang… - 2023 IEEE/CVF …, 2023 - computer.org
Abstract Monocular 3D Semantic Scene Completion (SSC) has garnered significant
attention in recent years due to its potential to predict complex semantics and geometry …

Openoccupancy: A large scale benchmark for surrounding semantic occupancy perception

X Wang, Z Zhu, W Xu, Y Zhang, Y Wei… - Proceedings of the …, 2023 - openaccess.thecvf.com
Semantic occupancy perception is essential for autonomous driving, as automated vehicles
require a fine-grained perception of the 3D urban structures. However, existing relevant …

Selfocc: Self-supervised vision-based 3d occupancy prediction

Y Huang, W Zheng, B Zhang… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract 3D occupancy prediction is an important task for the robustness of vision-centric
autonomous driving which aims to predict whether each point is occupied in the surrounding …

Pointr: Diverse point cloud completion with geometry-aware transformers

X Yu, Y Rao, Z Wang, Z Liu, J Lu… - Proceedings of the …, 2021 - openaccess.thecvf.com
Point clouds captured in real-world applications are often incomplete due to the limited
sensor resolution, single viewpoint, and occlusion. Therefore, recovering the complete point …

Monoscene: Monocular 3d semantic scene completion

AQ Cao, R De Charette - … of the IEEE/CVF Conference on …, 2022 - openaccess.thecvf.com
MonoScene proposes a 3D Semantic Scene Completion (SSC) framework, where the dense
geometry and semantics of a scene are inferred from a single monocular RGB image …

Scpnet: Semantic scene completion on point cloud

Z **a, Y Liu, X Li, X Zhu, Y Ma, Y Li… - Proceedings of the …, 2023 - openaccess.thecvf.com
Training deep models for semantic scene completion is challenging due to the sparse and
incomplete input, a large quantity of objects of diverse scales as well as the inherent label …

Volumetric environment representation for vision-language navigation

R Liu, W Wang, Y Yang - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
Vision-language navigation (VLN) requires an agent to navigate through an 3D environment
based on visual observations and natural language instructions. It is clear that the pivotal …

Semantickitti: A dataset for semantic scene understanding of lidar sequences

J Behley, M Garbade, A Milioto… - Proceedings of the …, 2019 - openaccess.thecvf.com
Semantic scene understanding is important for various applications. In particular, self-driving
cars need a fine-grained understanding of the surfaces and objects in their vicinity. Light …