yolov5中的common.py给出Bottleneck_cot类的定义

时间: 2024-02-12 21:02:37 浏览: 21
好的,Bottleneck_cot是YOLOv5的一个自定义卷积块,主要用于提取特征。以下是该类的定义: ```python class Bottleneck_cot(nn.Module): # Standard bottleneck def __init__(self, c1, c2, shortcut=True, g=1, e=0.5): super(Bottleneck_cot, self).__init__() self.cv1 = nn.Conv2d(c1, c2, 1, bias=False) self.cv2 = nn.Conv2d(c2, c2, 3, 1, g, bias=False, padding=g // 2) self.cv3 = nn.Conv2d(c2, c2, 1, bias=False) self.bn1 = nn.BatchNorm2d(c2) self.bn2 = nn.BatchNorm2d(c2) self.act = nn.LeakyReLU(0.1, inplace=True) self.shortcut = shortcut and c1 == c2 self.e = e def forward(self, x): shortcut = x x = self.act(self.bn1(self.cv1(x))) x = self.act(self.bn2(self.cv2(x))) x = self.cv3(x) if self.shortcut: x += shortcut # skip connection return x ``` 该类包含三个卷积层和两个批归一化层,以及一个激活函数和一个跳跃连接(如果满足条件)。其中,`c1`和`c2`分别为输入和输出通道数,`g`为卷积分组数,`e`为通道扩展系数。

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下列代码出现nan int错误,请解决:float smoothCot() { float err = -1; cogs.clear(); v_end = mesh.vertices_end(); // for (v_it = mesh.vertices_begin(); v_it != v_end; ++v_it) { cog[0] = cog[1] = cog[2] = valence = 0.0; //cout << valence<<"1" << endl; for (vv_it = mesh.vv_iter(*v_it); vv_it.is_valid(); ++vv_it) { double cot_weight = 0.0; MyMesh::HalfedgeHandle heh = mesh.find_halfedge(*v_it, *vv_it); if (!mesh.is_boundary(heh)) { MyMesh::HalfedgeHandle prev_heh = mesh.prev_halfedge_handle(heh); MyMesh::HalfedgeHandle next_heh = mesh.next_halfedge_handle(heh); MyMesh::VertexHandle prev_vh = mesh.to_vertex_handle(prev_heh); MyMesh::VertexHandle next_vh = mesh.to_vertex_handle(next_heh); MyMesh::Point prev_p = mesh.point(prev_vh); MyMesh::Point curr_pi = mesh.point(*v_it); MyMesh::Point curr_pj = mesh.point(*vv_it); MyMesh::Point next_p = mesh.point(next_vh); double cot_alpha = cot(curr_pi - prev_p, curr_pj - prev_p); double cot_beta = cot(curr_pi - next_p, curr_pj - next_p); cot_weight = cot_alpha + cot_beta; //cout << cot_weight<<"2" << endl; } cog += cot_weight *( mesh.point(*vv_it)-mesh.point(*v_it)); valence += cot_weight; //cout << valence<<"3" << endl; } cogs.push_back(cog / valence); } for (v_it = mesh.vertices_begin(), cog_it = cogs.begin(); v_it != v_end; ++v_it, ++cog_it) { if (!mesh.is_boundary(*v_it)) { MyMesh::Point p = mesh.point(*v_it); //*cog_it += mesh.point(*v_it); err = max(err, (p - *cog_it).norm()); mesh.set_point(*v_it, *cog_it); } } return err; }

请将下列代码改为可在vs中运行的版本:double cot(MyMesh::Point a, MyMesh::Point b) { return dot(a, b) / cross(a, b).norm(); } //cot平滑 float smoothCot() { float err = -1; cogs.clear(); v_end = mesh.vertices_end(); // for (v_it = mesh.vertices_begin(); v_it != v_end; ++v_it) { cog[0] = cog[1] = cog[2] = valence = 0.0; for (vv_it = mesh.vv_iter(*v_it); vv_it.is_valid(); ++vv_it) { double cot_weight = 0.0; MyMesh::HalfedgeHandle heh = mesh.find_halfedge(*v_it, *vv_it); if (!mesh.is_boundary(heh)) { MyMesh::HalfedgeHandle prev_heh = mesh.prev_halfedge_handle(heh); MyMesh::HalfedgeHandle next_heh = mesh.next_halfedge_handle(heh); MyMesh::VertexHandle prev_vh = mesh.to_vertex_handle(prev_heh); MyMesh::VertexHandle next_vh = mesh.to_vertex_handle(next_heh); MyMesh::Point prev_p = mesh.point(prev_vh); MyMesh::Point curr_p = mesh.point(*v_it); MyMesh::Point next_p = mesh.point(next_vh); double cot_alpha = cot(prev_p - curr_p, next_p - curr_p); double cot_beta = cot(curr_p - prev_p, next_p - prev_p); cot_weight = cot_alpha + cot_beta; } cog += cot_weight * mesh.point(*vv_it); valence += cot_weight; } cogs.push_back(cog / valence); } for (v_it = mesh.vertices_begin(), cog_it = cogs.begin(); v_it != v_end; ++v_it, ++cog_it) { if (!mesh.is_boundary(*v_it)) { MyMesh::Point p = mesh.point(*v_it); err = max(err, (p - *cog_it).norm()); mesh.set_point(*v_it, *cog_it); } } return err; } void smoothCot(float threshold) { float err; do { err = smoothCot(); cout << "err:" << err << endl; } while (err >= threshold); }

在下列代码中如何表示与v_it及vv_it相邻的两个点,请写出具体代码:float smoothCot() { float err = -1; cogs.clear(); v_end = mesh.vertices_end(); // for (v_it = mesh.vertices_begin(); v_it != v_end; ++v_it) { cog[0] = cog[1] = cog[2] = valence = 0.0; //cout << valence<<"1" << endl; for (vv_it = mesh.vv_iter(*v_it); vv_it.is_valid(); ++vv_it) { double cot_weight = 0.0; MyMesh::HalfedgeHandle heh = mesh.find_halfedge(*v_it, *vv_it); if (!mesh.is_boundary(heh)) { MyMesh::HalfedgeHandle prev_heh = mesh.prev_halfedge_handle(heh); MyMesh::HalfedgeHandle next_heh = mesh.next_halfedge_handle(heh); MyMesh::VertexHandle prev_vh = mesh.to_vertex_handle(prev_heh); MyMesh::VertexHandle next_vh = mesh.to_vertex_handle(next_heh); MyMesh::Point prev_p = mesh.point(prev_vh); MyMesh::Point curr_pi = mesh.point(*v_it); MyMesh::Point curr_pj = mesh.point(*vv_it); MyMesh::Point next_p = mesh.point(next_vh); double cot_alpha = cot(curr_pi - prev_p, curr_pj - prev_p); double cot_beta = cot(curr_pi - next_p, curr_pj - next_p); cot_weight = cot_alpha + cot_beta; //cout << cot_weight<<"2" << endl; } cog += cot_weight *( mesh.point(*vv_it)-mesh.point(*v_it)); valence += cot_weight; //cout << valence<<"3" << endl; } cogs.push_back(cog / valence); } for (v_it = mesh.vertices_begin(), cog_it = cogs.begin(); v_it != v_end; ++v_it, ++cog_it) { if (!mesh.is_boundary(*v_it)) { MyMesh::Point p = mesh.point(*v_it); //*cog_it += mesh.point(*v_it); err = max(err, (p - *cog_it).norm()); mesh.set_point(*v_it, *cog_it); } } return err; }

为什么在下列代码中如何表示与*v_it与prev_vh表示的是同一个点:float smoothCot() { float err = -1; cogs.clear(); v_end = mesh.vertices_end(); // for (v_it = mesh.vertices_begin(); v_it != v_end; ++v_it) { cog[0] = cog[1] = cog[2] = valence = 0.0; //cout << valence<<"1" << endl; for (vv_it = mesh.vv_iter(*v_it); vv_it.is_valid(); ++vv_it) { double cot_weight = 0.0; MyMesh::HalfedgeHandle heh = mesh.find_halfedge(*v_it, *vv_it); if (!mesh.is_boundary(heh)) { MyMesh::HalfedgeHandle prev_heh = mesh.prev_halfedge_handle(heh); MyMesh::HalfedgeHandle next_heh = mesh.next_halfedge_handle(heh); MyMesh::VertexHandle prev_vh = mesh.to_vertex_handle(prev_heh); MyMesh::VertexHandle next_vh = mesh.to_vertex_handle(next_heh); MyMesh::Point prev_p = mesh.point(prev_vh); MyMesh::Point curr_pi = mesh.point(*v_it); MyMesh::Point curr_pj = mesh.point(*vv_it); MyMesh::Point next_p = mesh.point(next_vh); double cot_alpha = cot(curr_pi - prev_p, curr_pj - prev_p); double cot_beta = cot(curr_pi - next_p, curr_pj - next_p); cot_weight = cot_alpha + cot_beta; //cout << cot_weight<<"2" << endl; } cog += cot_weight *( mesh.point(*vv_it)-mesh.point(*v_it)); valence += cot_weight; //cout << valence<<"3" << endl; } cogs.push_back(cog / valence); } for (v_it = mesh.vertices_begin(), cog_it = cogs.begin(); v_it != v_end; ++v_it, ++cog_it) { if (!mesh.is_boundary(*v_it)) { MyMesh::Point p = mesh.point(*v_it); //*cog_it += mesh.point(*v_it); err = max(err, (p - *cog_it).norm()); mesh.set_point(*v_it, *cog_it); } } return err; }

在下列代码中如何表示与v_it及vv_it相邻的两个点float smoothCot() { float err = -1; cogs.clear(); v_end = mesh.vertices_end(); // for (v_it = mesh.vertices_begin(); v_it != v_end; ++v_it) { cog[0] = cog[1] = cog[2] = valence = 0.0; //cout << valence<<"1" << endl; for (vv_it = mesh.vv_iter(*v_it); vv_it.is_valid(); ++vv_it) { double cot_weight = 0.0; MyMesh::HalfedgeHandle heh = mesh.find_halfedge(*v_it, *vv_it); if (!mesh.is_boundary(heh)) { MyMesh::HalfedgeHandle prev_heh = mesh.prev_halfedge_handle(heh); MyMesh::HalfedgeHandle next_heh = mesh.next_halfedge_handle(heh); MyMesh::VertexHandle prev_vh = mesh.to_vertex_handle(prev_heh); MyMesh::VertexHandle next_vh = mesh.to_vertex_handle(next_heh); MyMesh::Point prev_p = mesh.point(prev_vh); MyMesh::Point curr_pi = mesh.point(*v_it); MyMesh::Point curr_pj = mesh.point(*vv_it); MyMesh::Point next_p = mesh.point(next_vh); double cot_alpha = cot(curr_pi - prev_p, curr_pj - prev_p); double cot_beta = cot(curr_pi - next_p, curr_pj - next_p); cot_weight = cot_alpha + cot_beta; //cout << cot_weight<<"2" << endl; } cog += cot_weight *( mesh.point(*vv_it)-mesh.point(*v_it)); valence += cot_weight; //cout << valence<<"3" << endl; } cogs.push_back(cog / valence); } for (v_it = mesh.vertices_begin(), cog_it = cogs.begin(); v_it != v_end; ++v_it, ++cog_it) { if (!mesh.is_boundary(*v_it)) { MyMesh::Point p = mesh.point(*v_it); //*cog_it += mesh.point(*v_it); err = max(err, (p - *cog_it).norm()); mesh.set_point(*v_it, *cog_it); } } return err; }

为什么在下列代码中如何表示与curr_pi与prev_p表示的是同一个点:float smoothCot() { float err = -1; cogs.clear(); v_end = mesh.vertices_end(); // for (v_it = mesh.vertices_begin(); v_it != v_end; ++v_it) { cog[0] = cog[1] = cog[2] = valence = 0.0; //cout << valence<<"1" << endl; for (vv_it = mesh.vv_iter(*v_it); vv_it.is_valid(); ++vv_it) { double cot_weight = 0.0; MyMesh::HalfedgeHandle heh = mesh.find_halfedge(*v_it, *vv_it); if (!mesh.is_boundary(heh)) { MyMesh::HalfedgeHandle prev_heh = mesh.prev_halfedge_handle(heh); MyMesh::HalfedgeHandle next_heh = mesh.next_halfedge_handle(heh); MyMesh::VertexHandle prev_vh = mesh.to_vertex_handle(prev_heh); MyMesh::VertexHandle next_vh = mesh.to_vertex_handle(next_heh); MyMesh::Point prev_p = mesh.point(prev_vh); MyMesh::Point curr_pi = mesh.point(*v_it); MyMesh::Point curr_pj = mesh.point(*vv_it); MyMesh::Point next_p = mesh.point(next_vh); double cot_alpha = cot(curr_pi - prev_p, curr_pj - prev_p); double cot_beta = cot(curr_pi - next_p, curr_pj - next_p); cot_weight = cot_alpha + cot_beta; //cout << cot_weight<<"2" << endl; } cog += cot_weight *( mesh.point(*vv_it)-mesh.point(*v_it)); valence += cot_weight; //cout << valence<<"3" << endl; } cogs.push_back(cog / valence); } for (v_it = mesh.vertices_begin(), cog_it = cogs.begin(); v_it != v_end; ++v_it, ++cog_it) { if (!mesh.is_boundary(*v_it)) { MyMesh::Point p = mesh.point(*v_it); //*cog_it += mesh.point(*v_it); err = max(err, (p - *cog_it).norm()); mesh.set_point(*v_it, *cog_it); } } return err; }

请逐行解释下列代码:double cot(MyMesh::Point a, MyMesh::Point b) { return dot(a, b) / cross(a, b).norm(); } //cot平滑 float smoothCot() { float err = -1; cogs.clear(); v_end = mesh.vertices_end(); // for (v_it = mesh.vertices_begin(); v_it != v_end; ++v_it) { cog[0] = cog[1] = cog[2] = valence = 0.0; for (vv_it = mesh.vv_iter(*v_it); vv_it.is_valid(); ++vv_it) { double cot_weight = 0.0; MyMesh::HalfedgeHandle heh = mesh.find_halfedge(*v_it, *vv_it); if (!mesh.is_boundary(heh)) { MyMesh::HalfedgeHandle prev_heh = mesh.prev_halfedge_handle(heh); MyMesh::HalfedgeHandle next_heh = mesh.next_halfedge_handle(heh); MyMesh::VertexHandle prev_vh = mesh.to_vertex_handle(prev_heh); MyMesh::VertexHandle next_vh = mesh.to_vertex_handle(next_heh); MyMesh::Point prev_p = mesh.point(prev_vh); MyMesh::Point curr_p = mesh.point(*v_it); MyMesh::Point next_p = mesh.point(next_vh); double cot_alpha = cot(prev_p - curr_p, next_p - curr_p); double cot_beta = cot(curr_p - prev_p, next_p - prev_p); cot_weight = cot_alpha + cot_beta; } cog += cot_weight * mesh.point(*vv_it); valence += cot_weight; } cogs.push_back(cog / valence); } for (v_it = mesh.vertices_begin(), cog_it = cogs.begin(); v_it != v_end; ++v_it, ++cog_it) { if (!mesh.is_boundary(*v_it)) { MyMesh::Point p = mesh.point(*v_it); err = max(err, (p - *cog_it).norm()); mesh.set_point(*v_it, *cog_it); } } return err; } void smoothCot(float threshold) { float err; do { err = smoothCot(); cout << "err:" << err << endl; } while (err >= threshold); }

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