From 664e53006d8230dbb58b82c5c9921a41bb739875 Mon Sep 17 00:00:00 2001 From: Igor Santesteban Date: Fri, 5 Nov 2021 11:48:10 +0100 Subject: [PATCH] Initial commit --- .gitignore | 6 + README.md | 90 + assets/images/pipeline.jpg | Bin 0 -> 195150 bytes assets/images/render.gif | Bin 0 -> 2045417 bytes assets/images/teaser.jpg | Bin 0 -> 235159 bytes assets/meshes/body.obj | 27556 +++++++++++++++++++++++++++++++++++ assets/meshes/tshirt.obj | 26631 +++++++++++++++++++++++++++++++++ rendering/environment.hdr | 6 + rendering/render.py | 27 + rendering/renderer.py | 214 + rendering/scene.blend | Bin 0 -> 10864276 bytes run_model.py | 45 + src/__init__.py | 0 src/io.py | 86 + src/math.py | 78 + src/model.py | 124 + src/skinning.py | 89 + src/smpl.py | 127 + 18 files changed, 55079 insertions(+) create mode 100644 .gitignore create mode 100644 README.md create mode 100644 assets/images/pipeline.jpg create mode 100644 assets/images/render.gif create mode 100644 assets/images/teaser.jpg create mode 100755 assets/meshes/body.obj create mode 100755 assets/meshes/tshirt.obj create mode 100644 rendering/environment.hdr create mode 100755 rendering/render.py create mode 100644 rendering/renderer.py create mode 100644 rendering/scene.blend create mode 100644 run_model.py create mode 100644 src/__init__.py create mode 100644 src/io.py create mode 100644 src/math.py create mode 100644 src/model.py create mode 100644 src/skinning.py create mode 100644 src/smpl.py diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000..e3794f1 --- /dev/null +++ b/.gitignore @@ -0,0 +1,6 @@ +venv +results +trained_models/* +assets/CMU/* +assets/SMPL/* +__pycache__ \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..70fa7ee --- /dev/null +++ b/README.md @@ -0,0 +1,90 @@ +# Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-On + +![Teaser](assets/images/teaser.jpg "Teaser image") + +[[Project website](http://mslab.es/projects/SelfSupervisedGarmentCollisions/)] [[Dataset](https://github.com/isantesteban/vto-dataset)] [[Video](https://youtu.be/9AnBNco6i2U)] + +## Abstract + +>We propose a new generative model for 3D garment deformations that enables us to learn, for the first time, a data-driven method for virtual try-on that effectively addresses garment-body collisions. In contrast to existing methods that require an undesirable postprocessing step to fix garment-body interpenetrations at test time, our approach directly outputs 3D garment configurations that do not collide with the underlying body. Key to our success is a new canonical space for garments that removes pose-and-shape deformations already captured by a new diffused human body model, which extrapolates body surface properties such as skinning weights and blendshapes to any 3D point. We leverage this representation to train a generative model with a novel self-supervised collision term that learns to reliably solve garment-body interpenetrations. We extensively evaluate and compare our results with recently proposed data-driven methods, and show that our method is the first to successfully address garment-body contact in unseen body shapes and motions, without compromising realism and detail. + + +# Running the model + +**Requirements**: ```python3.8```, ```tensorflow-2.2.1```, ```numpy-1.18.5```, ```scipy-1.7.1```, ```chumpy-0.70``` + +**Project structure**: +``` +vto-garment-collisions +│ +└───assets +| └─ images +| └─ meshes +| └─ CMU # Not included, see instructions +| └─ SMPL # Not included, see instructions +| +└───rendering # Code to render meshes +| +└───src # Code to run the model +| +└───trained_models +| └─ diffused_body # Networks of the diffused body model (Not included, see instructions) +| └─ tshirt # Networks of tshirt model (Not included, see instructions) +│ +└───run_model.py +``` + +## Download trained models + +1. Download models of the diffused human body: https://github.com/isantesteban/vto-garment-collisions/releases/download/trained-models/trained_models_diffused_body.zip +2. Download models of the garment: https://github.com/isantesteban/vto-garment-collisions/releases/download/tshirt-trained-models/trained_models_tshirt.zip +3. Create ```trained_models``` directory and extract ```trained_models_diffused_body.zip``` and ```trained_models_tshirt.zip``` there. + +## Download human model + +1. Sign in into https://smpl.is.tue.mpg.de +2. Download SMPL version 1.0.0 for Python 2.7 (10 shape PCs) +3. Extract ```SMPL_python_v.1.0.0.zip``` and copy ```smpl/models/basicModel_f_lbs_10_207_0_v1.0.0.pkl``` in ```assets/SMPL``` + +## Download animation sequences + +1. Sign in into https://amass.is.tue.mpg.de +2. Download the body data for the CMU motions (SMPL+H model) +3. Extract ```CMU.tar.bz2``` in ```assets/CMU```: +```sh +tar -C assets/ -xf ~/Downloads/CMU.tar.bz2 CMU/ +``` + +## Generate garment animation + +To generate the deformed garment meshes for a given sequence: + +```sh +python run_model.py assets/CMU/07/07_02_poses.npz --export_dir results/07_02 +``` + + +# Rendering +**Requirements**: ```blender-2.93```, ```ffmpeg``` + +To render the meshes: + +```sh +blender --background rendering/scene.blend --python rendering/render.py --path results/07_02 +``` + +![Render](assets/images/render.gif "Video rendered by Blender") + +# Citation + +If you find this repository useful please cite our work: + +``` +@article {santesteban2021garmentcollisions, + journal = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, + title = {{Self-Supervised Collision Handling via Generative 3D Garment Models for Virtual Try-On}}, + author = {Santesteban, Igor and Thuerey, Nils and Otaduy, Miguel A and Casas, Dan}, + year = {2021} +} +``` + diff 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\ No newline at end of file diff --git a/rendering/render.py b/rendering/render.py new file mode 100755 index 0000000..b50e03c --- /dev/null +++ b/rendering/render.py @@ -0,0 +1,27 @@ +#!/usr/bin/env python +import sys +import os +import glob + +sys.path.append(".") + +from rendering.renderer import GarmentRenderer + +try: + index = sys.argv.index("--path") + path = sys.argv[index + 1] +except ValueError: + print("Usage: blender --background rendering/scene.blend --python rendering/render.py --path ") + + +renderer = GarmentRenderer( + cloth_paths=sorted(glob.glob(os.path.join(path, "*garment.obj"))), + body_paths=sorted(glob.glob(os.path.join(path, "*body.obj"))), + cloth_material="ClothMaterialYellow", + body_material="MannequinMaterialDark", + export_path=os.path.join(path, "render") +) + +renderer.render(resolution_percentage=100, fov=50, start_frame=0, end_frame=None) +renderer.generate_video() + diff --git a/rendering/renderer.py b/rendering/renderer.py new file mode 100644 index 0000000..b303f2b --- /dev/null +++ b/rendering/renderer.py @@ -0,0 +1,214 @@ +import bpy +import os + +import numpy as np + + +class GarmentRenderer: + + def __init__(self, cloth_paths, body_paths, **config): + self.cloth_paths = cloth_paths + self.body_paths = body_paths + + # Blender scene + self.camera = bpy.context.scene.camera + self.camera_tracking = config.pop("camera_tracking", True) + + self.render_settings = bpy.context.scene.render + self.render_body = config.pop("render_body", True) + self.render_cloth = config.pop("render_cloth", True) + self.follow_body = config.pop("follow_body", False) + + self.cloth_material = config.pop("cloth_material", "ClothMaterialPurple") + self.body_material = config.pop("body_material", "BodyMaterial") + self.rotation = config.pop("rotation", 0.0) + self.translation = config.pop("translation", [0.0, 0.0, 0.0]) + + # Export configuration + self.export_path = config.pop("export_path", "tmp/render") + self.suffix = config.pop("suffix", "") + self.prefix = config.pop("prefix", "") + self.digits = config.pop("digits", 5) + self.extension = ".jpg" + + for key in config.keys(): + raise ValueError("Unexpected argument '" + key + "'") + + self.initialized = False + self.initial_position = None + + + def initialize(self): + if self.initialized: + return + + self.frames = max(len(self.cloth_paths), len(self.body_paths)) + + # Create the export directory if does not exist + if not os.path.exists(self.export_path): + os.makedirs(self.export_path) + + self.initialized = True + + + def disable_tracking(self): + self.camera.constraints["Copy Location"].target = None + self.camera.constraints["Track To"].target = None + self.camera_tracking = False + + + def track_object(self, mesh): + if not self.camera_tracking: + return + + self.camera.constraints["Copy Location"].target = mesh + self.camera.constraints["Track To"].target = mesh + + + def get_body(self, frame): + return self.load_obj(self.body_paths[frame], self.body_material) + + + def get_cloth(self, frame): + cloth = self.load_obj(self.cloth_paths[frame], self.cloth_material) + # self.add_wireframe(cloth, thickness=0.0005) + return cloth + + + def add_wireframe(self, obj, thickness = 0.001): + obj.data.materials.append(bpy.data.materials["WireframeMaterial"]) + obj.modifiers.new(type='WIREFRAME', name="Wireframe") + obj.modifiers["Wireframe"].thickness = thickness + obj.modifiers["Wireframe"].material_offset = 1 + obj.modifiers["Wireframe"].use_replace = False + + + def load_obj(self, path, material): + bpy.ops.import_scene.obj(filepath=path, split_mode="OFF") + bpy.ops.object.origin_set(type='ORIGIN_GEOMETRY') + bpy.ops.object.shade_smooth() + + mesh = bpy.context.selected_objects[0] + mesh.active_material = bpy.data.materials[material] + + return mesh + + + def delete_object(self, mesh): + if mesh == None: + return + + bpy.ops.object.select_all(action='DESELECT') + mesh.select_set(state=True) + bpy.ops.object.delete() + + + def render_path(self, frame): + file_name = self.prefix + str(frame).zfill(self.digits) + self.suffix + self.extension + return os.path.join(self.export_path, file_name) + + + def render(self, resolution_x = 1920, resolution_y = 1080, fov = 45, resolution_percentage = 100, start_frame = 0, end_frame = None): + self.initialize() + + # Set render settings + self.render_settings.resolution_x = resolution_x + self.render_settings.resolution_y = resolution_y + self.render_settings.resolution_percentage = resolution_percentage + self.camera.data.sensor_width = max(fov, 25) + + body_mesh = None + cloth_mesh = None + + # Start rendering + for frame in range(self.frames): + + if frame < start_frame: + continue + + if end_frame is not None and frame > end_frame: + break + + print("\n[ INFO ] Rendering frame %d" % frame) + + # Get the objects of the current frame + if self.render_body and frame < len(self.body_paths): + self.delete_object(body_mesh) + body_mesh = self.get_body(frame) + + if frame < len(self.cloth_paths): + self.delete_object(cloth_mesh) + cloth_mesh = self.get_cloth(frame) + + # Make the camera look at the cloth (or the body if there is no cloth) + if cloth_mesh != None and not self.follow_body: + self.track_object(cloth_mesh) + + if body_mesh != None and self.follow_body: + self.track_object(body_mesh) + + # Rotate the cloth + cloth_mesh.parent = body_mesh + cloth_mesh.matrix_parent_inverse = body_mesh.matrix_world.inverted() + body_mesh.rotation_euler[2] = self.rotation + + # Render the frame + self.render_settings.filepath = self.render_path(frame) + bpy.ops.render.render(write_still = True) + + self.delete_object(body_mesh) + self.delete_object(cloth_mesh) + + + def generate_video(self, fps = 30, crf = 20, name="output"): + file_pattern = self.prefix + "%0" + str(self.digits) + "d" + self.suffix + self.extension + + command = "ffmpeg" + command += " -i " + os.path.join(self.export_path, file_pattern) + command += " -c:v libx264 -profile:v high -pix_fmt yuv420p" + command += " -framerate " + str(fps) + command += " -crf " + str(crf) + command += " -y " + os.path.join(self.export_path, name + ".mp4") + + os.system(command) + + # Convert jpg sequence to video + # ffmpeg -framerate 30 -i %05d.jpg -c:v libx264 -profile:v high -crf 10 -pix_fmt yuv420p output.mp4 + +def read_obj(file_name, read_uvs=False): + # Counts number of vertices and faces + vertices = [] + faces = [] + uvs = [] + faces_uv = [] + + with open(file_name, 'r') as fp: + for line in fp: + line_split = line.split() + + if not line_split: + continue + + if read_uvs and line_split[0] == 'vt': + uvs.append([line_split[1], line_split[2]]) + + if line_split[0] == 'v': + vertices.append([line_split[1], line_split[2], line_split[3]]) + + if line_split[0] == 'f': + vertex_indices = [s.split("/")[0] for s in line_split[1:]] + faces.append(vertex_indices) + + if read_uvs: + uv_indices = [s.split("/")[1] for s in line_split[1:]] + faces_uv.append(uv_indices) + + vertices = np.array(vertices, dtype=np.float32) + faces = np.array(faces, dtype=np.int32) - 1 + + if read_uvs: + uvs = np.array(uvs, dtype=np.float32) + faces_uv = np.array(faces_uv, dtype=np.int32) - 1 + return vertices, faces, uvs, faces_uv + + return vertices, faces \ No newline at end of file diff --git a/rendering/scene.blend b/rendering/scene.blend new file mode 100644 index 0000000000000000000000000000000000000000..ed0c6dbe049f149a2fb10651994b38e385f95b26 GIT binary patch literal 10864276 zcmeEv3xFI&(f?c?WI(|16avTs5d&%nAQF(|a=9E_G$Cg$Bth}NZ0C3m;??cRk1 z_47cK1 zon)`Oy1S~oepTJmGt<*EdtTGYbD9>uZ`D!99la2u&6Z_NJpHJ*z4d8`z)?rPHy~_n z%XVimG2yYOsdbSJ674g;xZ7cd{C<#!zk%~F*fMZI?YCWEfVP&un(eng|2KW0X8-Na z{@aAjF9f>{_pf%|9NP2daND<%`fI)s-8U-1d9?A?{9^dW?UCd&+k-!hB)ms@Teby% z80i>~miCP%Ul=Wzj^=ibG=CV)SdQkl54RtTX6&}Lwr?$8*w%2{7WEklU)UCL+SYZd z)DO0Ge6}b3;`qY$gv<7(YnUHwZ&+;4`bt08p0U`Tb!R`=o-wHDUV9c(^MRTV)O?`k z12rGm7JT4*SQA!_-?o6owx~ljY+DT(+ak6jO{Z$uX=}A{8~(%5 z-mPJWkx<8QU^^1)90|4y9{-kh8y#dTK`bvKAiH074r+>Ixz09O4p7_^d3$- 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