Instructions to use thealper2/depth-anything-v2-base-minecraft with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use thealper2/depth-anything-v2-base-minecraft with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("depth-estimation", model="thealper2/depth-anything-v2-base-minecraft")# pip install -U transformers accelerate # Load model directly from transformers import AutoImageProcessor, AutoModelForDepthEstimation processor = AutoImageProcessor.from_pretrained("thealper2/depth-anything-v2-base-minecraft") model = AutoModelForDepthEstimation.from_pretrained("thealper2/depth-anything-v2-base-minecraft", device_map="auto") - DepthAnythingV2
How to use thealper2/depth-anything-v2-base-minecraft with DepthAnythingV2:
# Install from https://github.com/DepthAnything/Depth-Anything-V2 # Load the model and infer depth from an image import cv2 import torch from huggingface_hub import hf_hub_download from depth_anything_v2.dpt import DepthAnythingV2 # instantiate the model model = DepthAnythingV2(encoder="<ENCODER>", features=<NUMBER_OF_FEATURES>, out_channels=<OUT_CHANNELS>) # load the weights filepath = hf_hub_download(repo_id="thealper2/depth-anything-v2-base-minecraft", filename="depth_anything_v2_<ENCODER>.pth", repo_type="model") state_dict = torch.load(filepath, map_location="cpu") model.load_state_dict(state_dict) model.eval() raw_img = cv2.imread("your/image/path") depth = model.infer_image(raw_img) # HxW raw depth map in numpy - Notebooks
- Google Colab
- Kaggle
Download preprocessor_config.json from thealper2/depth-anything-v2-base-minecraft: direct link, hf CLI and curl.
- Browser
- Download file 413 Bytes
-
https://huggingface.co/thealper2/depth-anything-v2-base-minecraft/resolve/main/preprocessor_config.json
- Command line
-
hf download hf://thealper2/depth-anything-v2-base-minecraft/preprocessor_config.json
-
curl -L -o preprocessor_config.json https://huggingface.co/thealper2/depth-anything-v2-base-minecraft/resolve/main/preprocessor_config.json
413 Bytes
| { | |
| "do_normalize": true, | |
| "do_pad": false, | |
| "do_rescale": true, | |
| "do_resize": true, | |
| "ensure_multiple_of": 14, | |
| "image_mean": [ | |
| 0.485, | |
| 0.456, | |
| 0.406 | |
| ], | |
| "image_processor_type": "DPTImageProcessor", | |
| "image_std": [ | |
| 0.229, | |
| 0.224, | |
| 0.225 | |
| ], | |
| "keep_aspect_ratio": true, | |
| "resample": 3, | |
| "rescale_factor": 0.00392156862745098, | |
| "size": { | |
| "height": 476, | |
| "width": 854 | |
| } | |
| } | |