camenduru/geowizard 🔢❓🖼️ → 🖼️

▶️ 131 runs 📅 Mar 2024 ⚙️ Cog 0.9.4 🔗 GitHub 📄 Paper ⚖️ License

3d-geometry-estimation image-to-depth-map image-to-normal-map indoor object outdoor single-image-processing

About

GeoWizard: Unleashing the Diffusion Priors for 3D Geometry Estimation from a Single Image

Example Output

Output

Performance Metrics

78.99s Prediction Time

364.59s Total Time

All Input Parameters

{
  "seed": 123,
  "domain": "indoor",
  "input_image": "https://replicate.delivery/pbxt/KdKJagGL6FVq0mz0pFsQsR1egZWvWlxcvVVh8KlyaeEbt0Es/basketball_dog.jpg",
  "ensemble_size": 4,
  "processing_res": 768,
  "denoising_steps": 10
}

Input Parameters

seed Type: integerDefault: 123
domain Default: indoor
input_image (required) Type: string: Input image
ensemble_size Type: integerDefault: 4Range: 1 - 15
processing_res Default: 768
denoising_steps Type: integerDefault: 10Range: 1 - 50

Output Schema

Output

Type: array • Items Type: string • Items Format: uri

Example Execution Logs

Inference batches:   0%|          | 0/4 [00:00<?, ?it/s]
    Diffusion denoising:   0%|          | 0/10 [00:00<?, ?it/s][A
    Diffusion denoising:  10%|█         | 1/10 [00:02<00:21,  2.42s/it][A
    Diffusion denoising:  20%|██        | 2/10 [00:03<00:14,  1.87s/it][A
    Diffusion denoising:  30%|███       | 3/10 [00:05<00:11,  1.70s/it][A
    Diffusion denoising:  40%|████      | 4/10 [00:06<00:09,  1.62s/it][A
    Diffusion denoising:  50%|█████     | 5/10 [00:08<00:07,  1.58s/it][A
    Diffusion denoising:  60%|██████    | 6/10 [00:09<00:06,  1.56s/it][A
    Diffusion denoising:  70%|███████   | 7/10 [00:11<00:04,  1.54s/it][A
    Diffusion denoising:  80%|████████  | 8/10 [00:12<00:03,  1.53s/it][A
    Diffusion denoising:  90%|█████████ | 9/10 [00:14<00:01,  1.53s/it][A
    Diffusion denoising: 100%|██████████| 10/10 [00:16<00:00,  1.53s/it][A
                                                                        [A
  Inference batches:  25%|██▌       | 1/4 [00:19<00:59, 19.89s/it]
    Diffusion denoising:   0%|          | 0/10 [00:00<?, ?it/s][A
    Diffusion denoising:  10%|█         | 1/10 [00:01<00:13,  1.52s/it][A
    Diffusion denoising:  20%|██        | 2/10 [00:03<00:12,  1.53s/it][A
    Diffusion denoising:  30%|███       | 3/10 [00:04<00:10,  1.53s/it][A
    Diffusion denoising:  40%|████      | 4/10 [00:06<00:09,  1.53s/it][A
    Diffusion denoising:  50%|█████     | 5/10 [00:07<00:07,  1.53s/it][A
    Diffusion denoising:  60%|██████    | 6/10 [00:09<00:06,  1.54s/it][A
    Diffusion denoising:  70%|███████   | 7/10 [00:10<00:04,  1.54s/it][A
    Diffusion denoising:  80%|████████  | 8/10 [00:12<00:03,  1.55s/it][A
    Diffusion denoising:  90%|█████████ | 9/10 [00:13<00:01,  1.55s/it][A
    Diffusion denoising: 100%|██████████| 10/10 [00:15<00:00,  1.55s/it][A
                                                                        [A
  Inference batches:  50%|█████     | 2/4 [00:35<00:35, 17.60s/it]
    Diffusion denoising:   0%|          | 0/10 [00:00<?, ?it/s][A
    Diffusion denoising:  10%|█         | 1/10 [00:01<00:14,  1.57s/it][A
    Diffusion denoising:  20%|██        | 2/10 [00:03<00:12,  1.58s/it][A
    Diffusion denoising:  30%|███       | 3/10 [00:04<00:11,  1.58s/it][A
    Diffusion denoising:  40%|████      | 4/10 [00:06<00:09,  1.57s/it][A
    Diffusion denoising:  50%|█████     | 5/10 [00:07<00:07,  1.58s/it][A
    Diffusion denoising:  60%|██████    | 6/10 [00:09<00:06,  1.58s/it][A
    Diffusion denoising:  70%|███████   | 7/10 [00:11<00:04,  1.59s/it][A
    Diffusion denoising:  80%|████████  | 8/10 [00:12<00:03,  1.59s/it][A
    Diffusion denoising:  90%|█████████ | 9/10 [00:14<00:01,  1.59s/it][A
Diffusion denoising: 100%|██████████| 10/10 [00:15<00:00,  1.60s/it][A
                                                                        [A
  Inference batches:  75%|███████▌  | 3/4 [00:54<00:18, 18.05s/it]
    Diffusion denoising:   0%|          | 0/10 [00:00<?, ?it/s][A
    Diffusion denoising:  10%|█         | 1/10 [00:01<00:14,  1.61s/it][A
    Diffusion denoising:  20%|██        | 2/10 [00:03<00:12,  1.61s/it][A
    Diffusion denoising:  30%|███       | 3/10 [00:04<00:11,  1.62s/it][A
    Diffusion denoising:  40%|████      | 4/10 [00:06<00:09,  1.62s/it][A
    Diffusion denoising:  50%|█████     | 5/10 [00:08<00:08,  1.62s/it][A
    Diffusion denoising:  60%|██████    | 6/10 [00:09<00:06,  1.63s/it][A
    Diffusion denoising:  70%|███████   | 7/10 [00:11<00:04,  1.63s/it][A
    Diffusion denoising:  80%|████████  | 8/10 [00:13<00:03,  1.64s/it][A
    Diffusion denoising:  90%|█████████ | 9/10 [00:14<00:01,  1.64s/it][A
Diffusion denoising: 100%|██████████| 10/10 [00:16<00:00,  1.65s/it][A
                                                                        [A
Inference batches: 100%|██████████| 4/4 [01:13<00:00, 18.48s/it]

Version Details

Version ID: a27c42126bae3efbdc03f0f51c7b9d26549ff801bbb64097d393452438cb010c
Version Created: March 25, 2024

Run on Replicate →