// Modified from // https://github.com/open-mmlab/OpenPCDet/blob/master/pcdet/ops/iou3d_nms/src/iou3d_nms.cpp /* 3D IoU Calculation and Rotated NMS(modified from 2D NMS written by others) Written by Shaoshuai Shi All Rights Reserved 2019-2020. */ #include "pytorch_cpp_helper.hpp" #include "pytorch_device_registry.hpp" const int THREADS_PER_BLOCK_NMS = sizeof(unsigned long long) * 8; void iou3d_boxes_overlap_bev_forward_impl(const int num_a, const Tensor boxes_a, const int num_b, const Tensor boxes_b, Tensor ans_overlap) { DISPATCH_DEVICE_IMPL(iou3d_boxes_overlap_bev_forward_impl, num_a, boxes_a, num_b, boxes_b, ans_overlap); } void iou3d_nms3d_forward_impl(const Tensor boxes, Tensor &keep, Tensor &keep_num, float nms_overlap_thresh) { DISPATCH_DEVICE_IMPL(iou3d_nms3d_forward_impl, boxes, keep, keep_num, nms_overlap_thresh); } void iou3d_nms3d_normal_forward_impl(const Tensor boxes, Tensor &keep, Tensor &keep_num, float nms_overlap_thresh) { DISPATCH_DEVICE_IMPL(iou3d_nms3d_normal_forward_impl, boxes, keep, keep_num, nms_overlap_thresh); } void iou3d_boxes_overlap_bev_forward(Tensor boxes_a, Tensor boxes_b, Tensor ans_overlap) { // params boxes: (N, 7) [x, y, z, dx, dy, dz, heading] // params boxes_b: (M, 5) // params ans_overlap: (N, M) int num_a = boxes_a.size(0); int num_b = boxes_b.size(0); iou3d_boxes_overlap_bev_forward_impl(num_a, boxes_a, num_b, boxes_b, ans_overlap); } void iou3d_nms3d_forward(Tensor boxes, Tensor keep, Tensor keep_num, float nms_overlap_thresh) { // params boxes: (N, 7) [x, y, z, dx, dy, dz, heading] // params keep: (N) CHECK_CONTIGUOUS(boxes); CHECK_CONTIGUOUS(keep); iou3d_nms3d_forward_impl(boxes, keep, keep_num, nms_overlap_thresh); } void iou3d_nms3d_normal_forward(Tensor boxes, Tensor keep, Tensor keep_num, float nms_overlap_thresh) { // params boxes: (N, 7) [x, y, z, dx, dy, dz, heading] // params keep: (N) CHECK_CONTIGUOUS(boxes); CHECK_CONTIGUOUS(keep); iou3d_nms3d_normal_forward_impl(boxes, keep, keep_num, nms_overlap_thresh); }