Taptr: Tracking any point with transformers as detection

H Li, H Zhang, S Liu, Z Zeng, T Ren, F Li… - European Conference on …, 2025 - Springer
In this paper, we propose a simple yet effective approach for Tracking Any Point with
TRansformers (TAPTR). Based on the observation that point tracking bears a great …

Not all voxels are equal: Hardness-aware semantic scene completion with self-distillation

S Wang, J Yu, W Li, W Liu, X Liu… - Proceedings of the …, 2024 - openaccess.thecvf.com
Semantic scene completion also known as semantic occupancy prediction can provide
dense geometric and semantic information for autonomous vehicles which attracts the …

Camera-based 3d semantic scene completion with sparse guidance network

J Mei, Y Yang, M Wang, J Zhu, J Ra… - … on Image Processing, 2024 - ieeexplore.ieee.org
Semantic scene completion (SSC) aims to predict the semantic occupancy of each voxel in
the entire 3D scene from limited observations, which is an emerging and critical task for …

Context and geometry aware voxel transformer for semantic scene completion

Z Yu, R Zhang, J Ying, J Yu, X Hu, L Luo… - arXiv preprint arXiv …, 2024 - arxiv.org
Vision-based Semantic Scene Completion (SSC) has gained much attention due to its
widespread applications in various 3D perception tasks. Existing sparse-to-dense …

Bi-SSC: Geometric-Semantic Bidirectional Fusion for Camera-based 3D Semantic Scene Completion

Y Xue, R Li, F Wu, Z Tang, K Li… - Proceedings of the …, 2024 - openaccess.thecvf.com
Abstract Camera-based Semantic Scene Completion (SSC) is to infer the full geometry of
objects and scenes from only 2D images. The task is particularly challenging for those …

Instance-aware monocular 3D semantic scene completion

H Xiao, H Xu, W Kang, Y Li - IEEE Transactions on Intelligent …, 2024 - ieeexplore.ieee.org
We study outdoor 3D scene understanding, a challenging task demanding the intelligent
system to infer both geometry and semantics from a single-view image–a critical skill for …

2D Semantic-Guided Semantic Scene Completion

X Liu, H Xie, S Zhang, H Yao, R Ji, L Nie… - International Journal of …, 2024 - Springer
Semantic scene completion (SSC) aims to simultaneously perform scene completion (SC)
and predict semantic categories of a 3D scene from a single depth and/or RGB image. Most …

Vision-based 3D occupancy prediction in autonomous driving: a review and outlook

Y Zhang, J Zhang, Z Wang, J Xu, D Huang - arXiv preprint arXiv …, 2024 - arxiv.org
In recent years, autonomous driving has garnered escalating attention for its potential to
relieve drivers' burdens and improve driving safety. Vision-based 3D occupancy prediction …

Composable Image Coding for Machine via Task-oriented Internal Adaptor and External Prior

J Liu, X Jin, R Feng, Z Chen… - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Traditional image coding standards are typically optimized with a focus on human
perception, which conflicts with the fact that most of the images are now analyzed by …

Semantic Scene Completion via Semantic-aware Guidance and Interactive Refinement Transformer

H Xiao, W Kang, H Liu, Y Li, Y He - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Predicting per-voxel occupancy status and corresponding semantic labels in 3D scenes is
pivotal to 3D intelligent perception in autonomous driving. In this paper, we propose a novel …