camenduru/crm 🔢🖼️📝❓ → 🖼️

▶️ 840 runs 📅 Mar 2024 ⚙️ Cog 0.9.4 🔗 GitHub 📄 Paper ⚖️ License
3d-modeling 3d-textured-mesh computer-graphics image-to-3d

About

CRM: Single Image to 3D Textured Mesh with Convolutional Reconstruction Model

Example Output

Output

Example output

Performance Metrics

11.40s Prediction Time
404.41s Total Time
All Input Parameters
{
  "seed": 1234,
  "scale": 5.5,
  "steps": 30,
  "image_path": "https://replicate.delivery/pbxt/KYNDxJM3CvnQzh7eKtaiTfhKXkQBdWJQAhj4jYhJNlGG0SlA/3D%E5%8D%A1%E9%80%9A%E7%8B%97.webp",
  "back_groud_color": "#7F7F7F",
  "foreground_ratio": 1,
  "background_choice": "Auto Remove background"
}
Input Parameters
seed Type: integerDefault: 1234
scale Type: numberDefault: 5.5
steps Type: integerDefault: 30
image_path (required) Type: string
Input Image
back_groud_color Type: stringDefault: #7F7F7F
foreground_ratio Type: numberDefault: 1Range: 0.5 - 1
background_choice Default: Auto Remove background
Output Schema

Output

Type: stringFormat: uri

Example Execution Logs
Auto Remove background
alhpa channl not enpty, skip remove background, using alpha channel as mask
DDIM Sampler:   0%|          | 0/31 [00:00<?, ?it/s]
DDIM Sampler:   3%|▎         | 1/31 [00:00<00:07,  3.95it/s]
DDIM Sampler:   6%|▋         | 2/31 [00:00<00:05,  5.24it/s]
DDIM Sampler:  10%|▉         | 3/31 [00:00<00:04,  5.91it/s]
DDIM Sampler:  13%|█▎        | 4/31 [00:00<00:04,  6.29it/s]
DDIM Sampler:  16%|█▌        | 5/31 [00:00<00:03,  6.52it/s]
DDIM Sampler:  19%|█▉        | 6/31 [00:00<00:03,  6.67it/s]
DDIM Sampler:  23%|██▎       | 7/31 [00:01<00:03,  6.77it/s]
DDIM Sampler:  26%|██▌       | 8/31 [00:01<00:03,  6.83it/s]
DDIM Sampler:  29%|██▉       | 9/31 [00:01<00:03,  6.88it/s]
DDIM Sampler:  32%|███▏      | 10/31 [00:01<00:03,  6.91it/s]
DDIM Sampler:  35%|███▌      | 11/31 [00:01<00:02,  6.93it/s]
DDIM Sampler:  39%|███▊      | 12/31 [00:01<00:02,  6.94it/s]
DDIM Sampler:  42%|████▏     | 13/31 [00:01<00:02,  6.95it/s]
DDIM Sampler:  45%|████▌     | 14/31 [00:02<00:02,  6.96it/s]
DDIM Sampler:  48%|████▊     | 15/31 [00:02<00:02,  6.96it/s]
DDIM Sampler:  52%|█████▏    | 16/31 [00:02<00:02,  6.97it/s]
DDIM Sampler:  55%|█████▍    | 17/31 [00:02<00:02,  6.97it/s]
DDIM Sampler:  58%|█████▊    | 18/31 [00:02<00:01,  6.97it/s]
DDIM Sampler:  61%|██████▏   | 19/31 [00:02<00:01,  6.98it/s]
DDIM Sampler:  65%|██████▍   | 20/31 [00:02<00:01,  6.97it/s]
DDIM Sampler:  68%|██████▊   | 21/31 [00:03<00:01,  6.97it/s]
DDIM Sampler:  71%|███████   | 22/31 [00:03<00:01,  6.97it/s]
DDIM Sampler:  74%|███████▍  | 23/31 [00:03<00:01,  6.97it/s]
DDIM Sampler:  77%|███████▋  | 24/31 [00:03<00:01,  6.98it/s]
DDIM Sampler:  81%|████████  | 25/31 [00:03<00:00,  6.98it/s]
DDIM Sampler:  84%|████████▍ | 26/31 [00:03<00:00,  6.97it/s]
DDIM Sampler:  87%|████████▋ | 27/31 [00:03<00:00,  6.97it/s]
DDIM Sampler:  90%|█████████ | 28/31 [00:04<00:00,  6.97it/s]
DDIM Sampler:  94%|█████████▎| 29/31 [00:04<00:00,  6.97it/s]
DDIM Sampler:  97%|█████████▋| 30/31 [00:04<00:00,  6.97it/s]
DDIM Sampler: 100%|██████████| 31/31 [00:04<00:00,  6.97it/s]
DDIM Sampler: 100%|██████████| 31/31 [00:04<00:00,  6.80it/s]
DDIM Sampler:   0%|          | 0/31 [00:00<?, ?it/s]
DDIM Sampler:   3%|▎         | 1/31 [00:00<00:04,  6.06it/s]
DDIM Sampler:   6%|▋         | 2/31 [00:00<00:04,  7.24it/s]
DDIM Sampler:  10%|▉         | 3/31 [00:00<00:03,  7.72it/s]
DDIM Sampler:  13%|█▎        | 4/31 [00:00<00:03,  7.97it/s]
DDIM Sampler:  16%|█▌        | 5/31 [00:00<00:03,  8.12it/s]
DDIM Sampler:  19%|█▉        | 6/31 [00:00<00:03,  8.20it/s]
DDIM Sampler:  23%|██▎       | 7/31 [00:00<00:02,  8.26it/s]
DDIM Sampler:  26%|██▌       | 8/31 [00:00<00:02,  8.30it/s]
DDIM Sampler:  29%|██▉       | 9/31 [00:01<00:02,  8.32it/s]
DDIM Sampler:  32%|███▏      | 10/31 [00:01<00:02,  8.34it/s]
DDIM Sampler:  35%|███▌      | 11/31 [00:01<00:02,  8.36it/s]
DDIM Sampler:  39%|███▊      | 12/31 [00:01<00:02,  8.36it/s]
DDIM Sampler:  42%|████▏     | 13/31 [00:01<00:02,  8.36it/s]
DDIM Sampler:  45%|████▌     | 14/31 [00:01<00:02,  8.37it/s]
DDIM Sampler:  48%|████▊     | 15/31 [00:01<00:01,  8.37it/s]
DDIM Sampler:  52%|█████▏    | 16/31 [00:01<00:01,  8.37it/s]
DDIM Sampler:  55%|█████▍    | 17/31 [00:02<00:01,  8.37it/s]
DDIM Sampler:  58%|█████▊    | 18/31 [00:02<00:01,  8.37it/s]
DDIM Sampler:  61%|██████▏   | 19/31 [00:02<00:01,  8.38it/s]
DDIM Sampler:  65%|██████▍   | 20/31 [00:02<00:01,  8.38it/s]
DDIM Sampler:  68%|██████▊   | 21/31 [00:02<00:01,  8.38it/s]
DDIM Sampler:  71%|███████   | 22/31 [00:02<00:01,  8.38it/s]
DDIM Sampler:  74%|███████▍  | 23/31 [00:02<00:00,  8.27it/s]
DDIM Sampler:  77%|███████▋  | 24/31 [00:02<00:00,  8.31it/s]
DDIM Sampler:  81%|████████  | 25/31 [00:03<00:00,  8.33it/s]
DDIM Sampler:  84%|████████▍ | 26/31 [00:03<00:00,  8.34it/s]
DDIM Sampler:  87%|████████▋ | 27/31 [00:03<00:00,  8.36it/s]
DDIM Sampler:  90%|█████████ | 28/31 [00:03<00:00,  8.37it/s]
DDIM Sampler:  94%|█████████▎| 29/31 [00:03<00:00,  8.38it/s]
DDIM Sampler:  97%|█████████▋| 30/31 [00:03<00:00,  8.38it/s]
DDIM Sampler: 100%|██████████| 31/31 [00:03<00:00,  8.38it/s]
DDIM Sampler: 100%|██████████| 31/31 [00:03<00:00,  8.27it/s]
unet takes 0.2004241943359375s
[INFO] mesh cleaning: (10510, 3) --> (39825, 3), (20996, 3) --> (79650, 3)
uv takes 0.31412601470947266s
Version Details
Version ID
9a17c48c7e8a6c1b75788b454a234c13833277afafda546e014e59c3837f8932
Version Created
March 12, 2024
Run on Replicate →