Functions — github.com/XunshanMan/MVGFormer

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Functions561 in github.com/XunshanMan/MVGFormer

This function computes the perspective projection of a set of points. Input: points (bs, N, 3): 3D points rotation (bs, 3, 3)

lib/smpl/utils.py:82

Functionplot_logs

Function to plot specific fields from training log(s). Plots both training and test results. :: Inputs - logs = list containing Path obj

lib/models/util/plot_utils.py:23

Functionplot_precision_recall

(files, naming_scheme='iter')

lib/models/util/plot_utils.py:91

Functionprepare_batch

(batch, device, config, is_train=True)

lib/mvn/datasets/utils.py:45

Functionprocrustes_transform

(target_pose, from_pose)

lib/utils/transforms.py:299

Functionproject_pose

Args x: 3xN points in world coordinates R: 3x3 Camera rotation matrix T: 3x1 Camera translation parameters f: 2 C

lib/utils/cameras_cuda_col.py:26

Functionproject_ref_points

(reference_points, cameras, nviews, batch_size, nbins, device, center, scale,

lib/utils/cameras.py:50

Methodprojection

(self)

lib/mvn/utils/multiview.py:47

Methodrecord_stream

(self, *args, **kwargs)

lib/models/util/misc.py:436

Functionreduce_dict

Args: input_dict (dict): all the values will be reduced average (bool): whether to do average or sum Reduce the values in the

lib/utils/misc.py:158

Functionreduce_dict

Args: input_dict (dict): all the values will be reduced average (bool): whether to do average or sum Reduce the values in the

lib/models/util/misc.py:244

Methodrender

(self, proj_matrix, canvas)

lib/mvn/utils/volumetric.py:14

Methodrender

(self, proj_matrix, canvas)

lib/mvn/utils/volumetric.py:76

Functionrender_points_as_2d_gaussians

(points, sigmas, image_shape, normalize=True)

lib/mvn/utils/op.py:178

Methodresidual_function

(x)

lib/mvn/models/triangulation.py:116

Functionrot6d_to_rotmat

Convert 6D rotation representation to 3x3 rotation matrix. Based on Zhou et al., "On the Continuity of Rotation Representations in Neural Netw

lib/smpl/utils.py:64

Functionrotate_coord_volume

(coord_volume, theta, axis)

lib/mvn/utils/volumetric.py:102

Functionrotate_points

:param points: N*2 :param center: 2 :param rot_rad: scalar :return: N*2

lib/utils/transforms.py:217

Functionrotation_matrix_to_angle_axis

Convert 3x4 rotation matrix to Rodrigues vector Args: rotation_matrix (torch.Tensor): rotation matrix. Returns: torch.Tensor:

lib/smpl/utils.py:129

Functionsave_3d_images

(config, meta, preds, file_name)

lib/utils/vis.py:478

Functionsave_3d_images_direct

(config, meta, preds, file_name)

lib/utils/vis.py:284

Functionsave_3d_images_novel_view

(config, meta, preds, file_name)

lib/utils/vis.py:533

Functionsave_debug_2d_images_seq

(batch_image,gt,prefix,index=None)

lib/utils/vis.py:586

Functionsave_debug_3d_cubes

(config, meta, root, prefix)

lib/utils/vis.py:757

Functionsave_debug_3d_images_seq

(pd_list,gt_list,prefix,index=None)

lib/utils/vis.py:625

Functionsave_debug_epipolar

(inputs, meta, targets_2d, out, prefix)

lib/utils/vis.py:812

Functionsave_debug_images_multi

(config, input, meta, target, output, prefix)

lib/utils/vis.py:449

Functionsave_on_master

(*args, **kwargs)

lib/utils/misc.py:395

Functionsave_on_master

(*args, **kwargs)

lib/models/util/misc.py:499

Methodset_epoch

(self, epoch)

lib/dataset/samplers.py:85

Methodset_epoch

(self, epoch)

lib/dataset/samplers.py:152

Functionsoft_oks_nms

Soft OKS NMS implementations. Args: kpts_db: keypoints and scores. thr: retain oks overlap < thr. max_dets: max number of

lib/core/nms.py:155

Methodsynchronize_between_processes

Warning: does not synchronize the deque!

lib/utils/misc.py:68

Methodsynchronize_between_processes

(self)

lib/utils/misc.py:214

Methodsynchronize_between_processes

Warning: does not synchronize the deque!

lib/models/util/misc.py:104

Methodsynchronize_between_processes

(self)

lib/models/util/misc.py:300

Functiontime_synchronized

()

lib/models/mvp_decoder.py:44

Functiontransform_preds

(coords, center, scale, output_size)

lib/utils/transforms.py:64

Functiontriangulate_batch_of_points

(proj_matricies_batch, points_batch, confidences_batch=None, device='default')

lib/mvn/utils/multiview.py:230

Functiontriangulate_batch_of_points_batch_version

Triangulates for a batch of points

lib/mvn/utils/multiview.py:257

Functiontriangulate_point_from_multiple_views_linear

Triangulates one point from multiple (N) views using direct linear transformation (DLT). For more information look at "Multiple view geometry in c

lib/mvn/utils/multiview.py:113

Functionumeyama

Estimate N-D similarity transformation with or without scaling. Parameters ---------- src : (M, N) array Source coordinates. d

lib/smpl/umeyama.py:46

Functionundistort_and_save

(idx)

lib/mvn/datasets/human36m_preprocessing/undistort-h36m.py:79

Functionunproject_heatmaps

(heatmaps, proj_matricies, coord_volumes, volume_aggregation_method='sum', vol_confidences=None)

lib/mvn/utils/op.py:99

Methodupdate

(self, **kwargs)

lib/utils/misc.py:191

Methodupdate

(self, val, n=1)

lib/mvn/utils/misc.py:24

Functionupdate_dir

(model_dir, log_dir, data_dir)

lib/core/config.py:405

Functionuv_to_image_frame

:param uv: (N, 2) :param f: scalar :param c: (2, 1) :param k: :param p: :return:

lib/utils/cameras.py:258

Methodvalue

(self)

lib/utils/misc.py:101

Methodvalue

(self)

lib/models/util/misc.py:137

Methodvis_camera_detail

(pd,gt,prefix)

lib/dataset/panoptic.py:589

Functionvisualize_batch

(images_batch, heatmaps_batch, keypoints_2d_batch, proj_matricies_batch, keypoints_3d_batc

lib/mvn/utils/vis.py:84

Functionvisualize_heatmaps

(images_batch, heatmaps_batch, kind="cmu", batch_index=0, size=5

lib/mvn/utils/vis.py:182

Functionvisualize_joints_ids

(loader, save_dir, prefix)

process/extract_dataset.py:162

Functionvisualize_volumes

(images_batch, volumes_batch, proj_matricies_batch, kind="cmu", cu

lib/mvn/utils/vis.py:223

Functionweight_reduce_loss

Apply element-wise weight and reduce loss. Args: loss (Tensor): Element-wise loss. weight (Tensor): Element-wise weights.

lib/core/loss.py:373

Functionworker_init_fn

(worker_id)

lib/mvn/datasets/utils.py:42

Functionworld_to_camera_frame

Args x: 3xN 3d points in world coordinates R: 3x3 Camera rotation matrix T: 3x1 Camera translation parameters Returns

lib/utils/cameras_cuda_col.py:59

Functionworld_to_camera_frame

Args x: Nx3 3d points in world coordinates R: 3x3 Camera rotation matrix T: 3x1 Camera translation parameters Returns

lib/utils/cameras.py:225

Functionworld_to_camera_frame

Args x: Nx3 3d points in world coordinates R: 3x3 Camera rotation matrix T: 3x1 Camera translation parameters Returns

lib/utils/cameras_cpu.py:68

Functionxmlread

(filename)

lib/utils/zipreader.py:58

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