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ImVoxelNet: Image to Voxels Projection for Monocular and Multi-View General-Purpose 3D Object Detection

Introduction

We implement a monocular 3D detector ImVoxelNet and provide its results and checkpoints on KITTI dataset. Results for SUN RGB-D, ScanNet and nuScenes are currently available in ImVoxelNet authors repo (based on mmdetection3d).

@article{rukhovich2021imvoxelnet,
  title={ImVoxelNet: Image to Voxels Projection for Monocular and Multi-View General-Purpose 3D Object Detection},
  author={Danila Rukhovich, Anna Vorontsova, Anton Konushin},
  journal={arXiv preprint arXiv:2106.01178},
  year={2021}
}

Results

KITTI

Backbone Class Lr schd Mem (GB) Inf time (fps) mAP Download
ResNet-50 Car 3x 17.4 model | log