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Physically Realizable Natural-looking Clothing Textures Evade Person Detectors via 3D Modeling (Supplementary Method)

Here is the main repo.

Zipping method for processing meshes

This is the official supplementory repository for the paper Physically Realizable Natural-looking Clothing Textures Evade Person Detectors via 3D Modeling.

Zipping is a continuous transformation from geometrically plausible projection (GeoProj) to topologically plausible projection (TopoProj) inspired by physical mechanisms of elastic stress.

drawing

Movie 1 Movie 2 Movie 3

1. Requirements

All the codes are tested in the following environment:

  • Linux (Ubuntu 16.04.6)
  • Python 3.8.13
  • CUDA 11.0
  • PyTorch 1.10.1
  • Numpy 1.22.3
  • Torchvision 0.11.2
  • pytorch3d 0.6.2
  • TensorboardX 2.5.1
  • Jupyterlab 3.3.2
  • Tqdm 4.64.0
  • Easydict 1.9

2. Run

Please see

demo.ipynb

Tips: For new objs, the users need to

(1) Find different pieces in the obj files.
(2) Choose a process sequence for the combination of different pieces.
(3) Customize their initial functions.

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