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Boosting 3D Object Detection by Simulating Multimodality on Point Clouds

Boosting 3D Object Detection by Simulating Multimodality on Point Clouds

This paper presents a new approach to boost a single-modality (LiDAR) 3D object detector by teaching it to sim-ulate features and responses that follow a multi-modality (LiDAR-image) detector. The approach needs LiDAR-image data only when training the single-modality detector, and once well-trained, it only needs LiDAR data at inference. We …