From 55f30c0fa9a79c6dc05d8229bb561dea7a70e496 Mon Sep 17 00:00:00 2001 From: Hunor Laczko Date: Sun, 25 Sep 2022 22:12:48 +0000 Subject: [PATCH] verify uv mas in dataset --- verify_data.py | 71 ++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 71 insertions(+) create mode 100644 verify_data.py diff --git a/verify_data.py b/verify_data.py new file mode 100644 index 0000000..199efb1 --- /dev/null +++ b/verify_data.py @@ -0,0 +1,71 @@ +import os +import sys +import time +import cv2 +import random +import numpy as np +import tensorflow as tf +import cmapy as cm +import plotly.graph_objects as go +import plotly.express as ex + +from dataset import DatasetFactory, StaticDataset +from custom_utils.custom_utils import batch_to_dict, UV2Mesh, _maskFaces +from custom_utils.smpl import SMPL + + +if __name__ == '__main__': + os.environ["CUDA_VISIBLE_DEVICES"] = "6" + + uv2mesh = UV2Mesh() + smpl = SMPL() + + F = np.load("custom_utils/smpl_faces.npy") + + factory = DatasetFactory() + signature_dynamic = { 'id': (), + # 'pose_shape': (72 + 11,), + 'uv_posed': (512, 256, 3), + 'uv_body_posed': (512, 256, 3), + # 'mesh_body_posed': (14475, 3,), + # 'mesh_posed_body_no_orient': (14475, 3,), + # 'mesh_posed': (14475, 3,), + # 'mesh_unposed': (14475, 3,), + 'uv_unposed': (512, 256, 3), + 'uv_curvature': (512, 256), + # 'mesh_curvature': (14475) + } + signature_static = { 'uv_static': (512, 256, 3), + # 'mesh_static': (14475, 3,), + # 'mesh_mask': (14475,), + # 'uv_mask': (512, 256,), + # 'uv_shaped_body': (3, 512, 256,), + } + + dataset = factory.get_dataset(folder='/home/workspace/local-data/train_100', + batch_size=1, + signature=signature_dynamic) + static_dataset = StaticDataset(folder='/home/workspace/local-data/train_100', + signature=signature_static) + + + uv_res = 256 + + + + for i, batch in enumerate(dataset): + print(i) + batch = static_dataset.expand_batch(batch_to_dict(batch, signature_dynamic)) + + uv_posed = (np.squeeze(batch['uv_posed'].numpy()) + 1) / 2 + uv_body_posed = (np.squeeze(batch['uv_body_posed'].numpy()) + 1) / 2 + uv_unposed = (np.squeeze(batch['uv_unposed'].numpy()) + 1) / 2 + uv_curvature = np.tile(np.squeeze(batch['uv_curvature'].numpy())[:,:,np.newaxis], [1,1,3]) / 6 + uv_static = (np.squeeze(batch['uv_static'].numpy()) + 1) / 2 + + + img = np.concatenate([uv_posed, uv_body_posed, uv_unposed, uv_curvature, uv_static], axis=1) + + ex.imshow(img).show() + + print() \ No newline at end of file