工作流 /
视频工具 /
深度图: Depth Anything 3
深度图: Depth Anything 3
Depth Map: Depth Anything 3
上传1张图像以生成深度图，用于视频深度估计。输出一张经过深度处理的图像，可直接用于下游工作流。非常适合需要深度控制的视频生成使用例、3D场景预处理以及动画深度映射。
视频工具
7 个节点 1 个输入 230 次使用 ComfyUI ≥ 0.25.0 ComfyUI 25 KB
需要的权重
这个工作流引用了 1 个权重文件，其中 1 个能在本站模型库里找到。
depth_anything_3_mono_large.safetensors
在模型库查看
节点构成
MarkdownNote
× 2
605cfcbf-c05b-4cd4-8b8f-9d7d989ab5d3
× 1
LoadVideo
× 1
PreviewImage
× 1
CreateVideo
× 1
SaveVideo
× 1
官方标注的模型
Depth Anything v3
工作流 JSON
和上面「下载工作流 JSON」是同一份文件。
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129 "Guide: [Subgraph](https://docs.comfy.org/interface/features/subgraph)\n\n## Model Link\n\n- [Hugging Face:Comfy-Org/Depth-Anything-3](https://huggingface.co/Comfy-Org/Depth-Anything-3)\n\n**ModelScope mirrors** (alternative repo location)\n\n- [ModelScope:Comfy-Org/Depth-Anything-3](https://modelscope.cn/models/Comfy-Org/Depth-Anything-3)\n\n**geometry_estimation**\n\n- [depth_anything_3_small.safetensors](https://huggingface.co/Comfy-Org/Depth-Anything-3/resolve/main/geometry_estimation/depth_anything_3_small.safetensors) (130.9 MB)\n- [depth_anything_3_base.safetensors](https://huggingface.co/Comfy-Org/Depth-Anything-3/resolve/main/geometry_estimation/depth_anything_3_base.safetensors) (516.4 MB)\n- [depth_anything_3_mono_large.safetensors](https://huggingface.co/Comfy-Org/Depth-Anything-3/resolve/main/geometry_estimation/depth_anything_3_mono_large.safetensors) (1.24 GB)\n- [depth_anything_3_metric_large.safetensors](https://huggingface.co/Comfy-Org/Depth-Anything-3/resolve/main/geometry_estimation/depth_anything_3_metric_large.safetensors) (1.24 GB)\n\n## Model Storage Location\n\n```\n📂 ComfyUI/\n├── 📂 models/\n│ └── 📂 geometry_estimation/\n│ ├── depth_anything_3_small.safetensors\n│ ├── depth_anything_3_base.safetensors\n│ ├── depth_anything_3_mono_large.safetensors\n│ └── depth_anything_3_metric_large.safetensors\n```\n\n## Report Issue\n\nNote: Please update ComfyUI first ([guide](https://docs.comfy.org/installation/update_comfyui)) and prepare required models. Desktop/Cloud updates follow stable releases, so some nightly-supported models may not be available yet.\n\n- Cannot run / runtime errors: [ComfyUI/issues](https://github.com/comfyanonymous/ComfyUI/issues)\n- UI / frontend issues: [ComfyUI_frontend/issues](https://github.com/Comfy-Org/ComfyUI_frontend/issues)\n- Workflow issues: [workflow_templates/issues](https://github.com/Comfy-Org/workflow_templates/issues)\n"
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153 "## About Depth Anything 3\n\n[Depth Anything 3 (DA3)](https://github.com/ByteDance-Seed/Depth-Anything-3) is a vision transformer from ByteDance Seed that recovers spatially consistent geometry from arbitrary visual inputs. In ComfyUI, it can estimate a depth map for every frame of a video.\n\n### What this workflow does\n\nUpload a video with **LoadVideo**, then run **Video Depth Estimation (Depth Anything 3)** to produce a per-frame depth sequence. Inside the subgraph:\n\n1. **GetVideoComponents** splits the input video into a frame **image sequence**, **audio**, and **fps**.\n2. **LoadDA3Model** loads the selected DA3 checkpoint.\n3. **DA3Inference** runs mono depth estimation on each frame.\n4. **DA3Render** converts geometry into a depth preview image per frame.\n\nThe subgraph also forwards the original **audio** and **fps** from the source video for downstream reuse.\n\n\n### Model variants\n\n- **depth_anything_3_mono_large** (default): High-quality relative monocular depth with sky segmentation. Best starting point for per-frame video depth.\n- **depth_anything_3_metric_large**: Metric depth in real-world scale (meters). Use `raw` normalization in Render to preserve scale.\n- **depth_anything_3_base**: Any-view foundation model (0.12B). Adds confidence maps; supports multi-view mode (not used in this per-frame video workflow).\n- **depth_anything_3_small**: Fastest any-view model (0.08B). Lowest VRAM per frame.\n\n### Learn more\n\n- Paper: [arXiv:2511.10647](https://arxiv.org/abs/2511.10647)\n- Original repo: [ByteDance-Seed/Depth-Anything-3](https://github.com/ByteDance-Seed/Depth-Anything-3)\n- ComfyUI weights: [Comfy-Org/Depth-Anything-3](https://huggingface.co/Comfy-Org/Depth-Anything-3)\n"
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