Multi-modal 3d object detection in autonomous driving: A survey and taxonomy

L Wang, X Zhang, Z Song, J Bi, G Zhang… - IEEE Transactions …, 2023 - ieeexplore.ieee.org
detection methods. First, we present the broad background of multi-modal 3D object detection
and … and research trends for realizing the full potential of multi-modal 3D object detection. …

Deepfusion: Lidar-camera deep fusion for multi-modal 3d object detection

Y Li, AW Yu, T Meng, B Caine… - … pattern recognition, 2022 - openaccess.thecvf.com
… for the long-range object detection. We develop a family of multi-modal 3D detection models …
compatible with many existing voxel-based 3D detection methods. DeepFusion serves as a …

Cat-det: Contrastively augmented transformer for multi-modal 3d object detection

Y Zhang, J Chen, D Huang - … Vision and Pattern Recognition, 2022 - openaccess.thecvf.com
… in developing a deep multi-modal transformer backbone to capture richer global contexts
for 3D object detection. To this end, we propose a novel multi-modal transformer network, …

Multi-modal 3d object detection in autonomous driving: a survey

Y Wang, Q Mao, H Zhu, J Deng, Y Zhang, J Ji… - International Journal of …, 2023 - Springer
… properties, and the corresponding object detection algorithms. Next, we … multi-modal 3D
object detection algorithms. Then we present a review of multi-modal fusion based 3D detection

Objectfusion: Multi-modal 3d object detection with object-centric fusion

Q Cai, Y Pan, T Yao, CW Ngo… - Proceedings of the IEEE …, 2023 - openaccess.thecvf.com
… Recent progress on multi-modal 3D object detection has … misalignment between these two
multi-modal features. Moreover, such … In this paper, we propose a novel Object-centric Fusion (…

Epnet++: Cascade bi-directional fusion for multi-modal 3d object detection

Z Liu, T Huang, B Li, X Chen, X Wang… - IEEE transactions on …, 2022 - ieeexplore.ieee.org
… accuracy and robustness of 3D object detectors, especially for sparse scenes. In this paper,
we design a novel multi-modal fusion framework for 3D object detection named EPNet++, …

Deep multi-scale and multi-modal fusion for 3D object detection

R Guo, D Li, Y Han - Pattern Recognition Letters, 2021 - Elsevier
3D object detection with multi-modal input of point cloud data and RGB image, this paper
proposed a deep multi-scale multi-modal … the performance of 3D object detection. The results of …

Multi-modal 3D object detection by 2D-guided precision anchor proposal and multi-layer fusion

Y Wu, X Jiang, Z Fang, Y Gao, H Fujita - Applied Soft Computing, 2021 - Elsevier
… 2, we propose a deep learning framework to deal with multi-modal-based 3D object
detection by 2D-guided PAG-Net and multi-layer fusion. Inspired by [15], [27], [45], we take BEV …

Homogeneous multi-modal feature fusion and interaction for 3d object detection

X Li, B Shi, Y Hou, X Wu, T Ma, Y Li, L He - European Conference on …, 2022 - Springer
Multi-modal 3D object detection has been an active research topic in autonomous driving.
Nevertheless, it is non-trivial to explore the cross-modal feature fusion between sparse …

Improving deep multi-modal 3D object detection for autonomous driving

R Khamsehashari, K Schill - 2021 7th International Conference …, 2021 - ieeexplore.ieee.org
… issues to deploy detectors in crowded scenes. … multi-modal based object detector in an
automated driving system with early fusion on 3D object detection utilizing both Light Detection