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Your results showed that you use NeRF dataset as input in ImVoxelNet and FCAF3D, but these two models use point cloud as input. But the feature of point cloud and NeRF maybe different, which could cause the original backbone to be useless. Did you modified code of these two models? If so, could you please offer the code you have modified?
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