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| "title": "📦 Load DA3 Model", | |
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| "title": "🎮 Depth ControlNet Guide", | |
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| "# 🎮 Depth ControlNet with DA3\n\n**Precise depth-guided generation!**\n\nUses Depth Anything V3 for state-of-the-art depth estimation,\nthen applies ControlNet for guided image generation.\n\n---\n\n## 🌊 Why Depth Anything V3?\n\n**Superior to traditional depth:**\n- Multi-view consistency\n- More accurate geometry\n- Better edge preservation\n- Works with any input view\n\nvs older methods (Canny, HED, Pose, MLSD)\n\n---\n\n## 📦 Required Files:\n\n**Depth Model:**\n- da3_large.safetensors (recommended)\n- Auto-downloads to `models/DepthAnything3/`\n\n**ControlNet Patch:**\n- Z-Image ControlNet compatible\n- Uses depth maps for guidance\n\n---\n\n## 🎯 How It Works:\n\n1. **Input Image** → Upload your reference\n2. **DA3 Processing** → Extracts depth map\n3. **ControlNet Apply** → Guides generation\n4. **Result** → Depth-aware image\n\n---\n\n## 🎚️ ControlNet Strength:\n\n- **0.3-0.5:** Subtle depth guidance\n- **0.6-0.8:** Balanced (recommended) ⭐\n- **0.9-1.0:** Strong depth control\n\nHigher = follows depth more closely\n\n---\n\n## 💡 Tips:\n\n**For best results:**\n- Use 'Standard' normalization mode\n- da3_large gives best quality\n- Strength 0.7 works for most cases\n- Describe desired style in prompt\n\n**Depth preserves:**\n- Scene composition\n- Object positions\n- Spatial relationships\n- Overall geometry\n\n---\n\n⚠️ **Remember:** Toggle Generate Image ON, 3D Preview OFF!" | |
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| "id": 23, | |
| "type": "MarkdownNote", | |
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| 620 | |
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| "mode": 0, | |
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| "outputs": [], | |
| "title": "📦 Model Info - Z-Image-Turbo-AIO + ControlNet", | |
| "properties": { | |
| "ue_properties": { | |
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| "# 🚀 Z-Image-Turbo-AIO + Depth ControlNet\n\n**Ultra-Fast Generation with Advanced Depth Control!**\n\n---\n\n## 🔄 Two Versions:\n\n**🟢 BF16-AIO (20 GB)** - Maximum precision \n**🟡 FP8-AIO (10 GB)** - Speed & efficiency \n\nBoth work on 8GB VRAM!\n\n---\n\n## ⚙️ Settings:\n\n- Steps: **9**\n- CFG: **1.0** (don't change!)\n- Sampler: res_multistep or euler_ancestral\n- Scheduler: simple or beta\n- NO negative prompts\n\n---\n\n## 🌊 New in This Workflow:\n\n**Depth Anything V3!**\nState-of-the-art depth estimation.\nSuperior to older methods (Canny, HED, etc).\n\n**3D Preview Mode!**\nView depth as interactive 3D point cloud.\n\nSee guide nodes for details.\n\n---\n\n## 📥 Downloads:\n\n[CivitAI](https://civitai.com/models/2173571?modelVersionId=2448013) • [HuggingFace](https://huggingface.co/SeeSee21/Z-Image-Turbo-AIO) • [Try Online](https://tensorart.me/de-DE/models/939302608026244936/Z-Image-Turbo-AIO-FP8-FP8)\n\n---\n\n## 🎯 Required Custom Nodes:\n\n[rgthree-comfy](https://github.com/rgthree/rgthree-comfy) \n[comfyui_image_metadata_extension](https://github.com/edelvarden/comfyui_image_metadata_extension) \n[Depth Anything 3](https://github.com/ByteDance-Seed/Depth-Anything-3) ⭐ NEW!\n\n---\n\n💡 **Natural language prompts work best!**" | |
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| { | |
| "id": 64, | |
| "type": "MarkdownNote", | |
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| 410 | |
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| "order": 7, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "📖 Z-Image-Turbo Workflow - Depth Edition", | |
| "properties": { | |
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| "# 📖 Depth ControlNet Workflow\n\n## ⚙️ Settings:\n\n**Steps:** 9 \n**CFG:** 1.0 \n**Sampler:** res_multistep (sharp) or euler_ancestral (natural) \n**Scheduler:** simple (clean) or beta (smooth) \n\n---\n\n## 🌊 Depth Control:\n\n**Depth Anything V3** provides depth maps.\n\n**Two modes available:**\n1. **Generate Mode** - Create depth-guided images\n2. **3D Preview Mode** - Visualize as point cloud\n\nUse toggles to switch modes!\n\n**ControlNet Strength:**\n- **0.6-0.8** - Balanced ⭐\n- Lower for subtle, higher for strong control\n\n---\n\n## 💡 Prompting:\n\n**Natural language works best!**\n\nWrite detailed descriptions (100-300 words):\n- Include lighting, mood, style\n- English or Chinese\n- NO negative prompts needed\n\n**Text rendering:**\nPut text in quotes: \"COFFEE SHOP\" or \"咖啡店\"\n\n---\n\n## 📏 Megapixels:\n\nSee Megapixel Guide for examples.\nMaintains aspect ratio automatically!\n\n---\n\n**Resources:** \n[Try Online](https://tensorart.me/de-DE/models/939302608026244936/Z-Image-Turbo-AIO-FP8-FP8) • [Download](https://civitai.com/models/2173571?modelVersionId=2448013)" | |
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| "type": "MarkdownNote", | |
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| "size": [ | |
| 280, | |
| 290 | |
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| "flags": {}, | |
| "order": 8, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "⚠️ Depth Anything V3 ⚠️", | |
| "properties": { | |
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| "## 🎮 Two Usage Modes:\n\n### 1. 🧑💻 3D Preview Mode:\n\n```\nnormalization_mode: Raw\nToggle 3D Preview: ON\nToggle Generate: OFF\n```\n\nVisualize depth as 3D point cloud!\n\n### 2. 🎨 Generate Image Mode:\n\n```\nnormalization_mode: Standard or V2-Style\nToggle 3D Preview: OFF\nToggle Generate: ON\n```\n\nUse depth for ControlNet generation!\n\n⚠️ **Don't mix modes!** Will cause errors." | |
| ], | |
| "color": "#322", | |
| "bgcolor": "#533" | |
| }, | |
| { | |
| "id": 66, | |
| "type": "MarkdownNote", | |
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| 310 | |
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| "flags": {}, | |
| "order": 9, | |
| "mode": 0, | |
| "inputs": [], | |
| "outputs": [], | |
| "title": "📏 Megapixel Scaling Guide", | |
| "properties": { | |
| "ue_properties": { | |
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| "# 📏 Megapixel Guide\n\nSet total megapixels - aspect ratio maintained automatically!\n\n---\n\n## Common Sizes:\n\n**Fast:**\n0.25 MP ≈ 512×512\n0.59 MP ≈ 768×768\n\n**Standard:**\n1.0 MP ≈ 1024×1024 ⭐\n1.01 MP ≈ 832×1216\n\n**High Quality:**\n1.57 MP ≈ 1024×1536\n2.08 MP ≈ 1920×1088 ⭐ (tested!)\n2.36 MP ≈ 2048×1152\n\n**Ultra HD:**\n3.0 MP ≈ 2048×1536\n4.0 MP ≈ 2048×2048\n\n---\n\n## Quick Tips:\n\n🎯 Start with: 1.0 or 2.08 MP\n📐 Works with any input aspect ratio\n⚡ Both FP8 & BF16 work great!" | |
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| "id": 77, | |
| "type": "DA3_ToPointCloud", | |
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| { | |
| "name": "confidence", | |
| "type": "IMAGE", | |
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| { | |
| "name": "intrinsics", | |
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| "type": "STRING", | |
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| { | |
| "name": "sky_mask", | |
| "shape": 7, | |
| "type": "MASK", | |
| "link": 119 | |
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| { | |
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| "shape": 7, | |
| "type": "IMAGE", | |
| "link": 120 | |
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| "name": "pointcloud", | |
| "type": "POINTCLOUD", | |
| "links": [ | |
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| ], | |
| "title": "🔄 DA3 to Point Cloud", | |
| "properties": { | |
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| "ver": "0.0.11", | |
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| "id": 28, | |
| "type": "Fast Groups Bypasser (rgthree)", | |
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| { | |
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| "# 🌊 Depth Anything V3\n\n**State-of-the-art depth estimation from any view!**\n\nAdvanced depth model that recovers visual geometry from images.\n\n---\n\n## 📦 Model Sizes:\n\n**Auto-download to:** `ComfyUI/models/DepthAnything3/`\n\n- **da3_small.safetensors** (80M params)\n- **da3_base.safetensors** (120M params)\n- **da3_large.safetensors** (350M params) ⭐\n- **da3_giant.safetensors** (1.15B params)\n\n**8GB VRAM:** Use up to da3_large\n\n---\n\n## ⚙️ Main Node Settings:\n\n### DepthAnythingV3_MultiView:\n\n**normalization_mode** ⚠️ CRITICAL!\n\n**For 3D Preview:**\n- Set to: **'Raw'**\n- Enable: 🧑💻 Toggle 3D Preview\n- Disable: 🎨 Toggle Generate Image\n\n**For Image Generation:**\n- Set to: **'Standard'** or **'V2-Style'**\n- Disable: 🧑💻 Toggle 3D Preview\n- Enable: 🎨 Toggle Generate Image\n\n**normalize_method:**\n- **'crop'** - Crops to normalize (default)\n- **'pad'** - Pads to normalize\n\n**do_inverse_depth:**\n- **False** - Direct depth (default)\n- **True** - Inverse depth\n\n---\n\n## 🎮 Two Usage Modes:\n\n### 1. 🧑💻 3D Preview Mode:\n\n```\nnormalization_mode: Raw\nToggle 3D Preview: ON\nToggle Generate: OFF\n```\n\nVisualize depth as 3D point cloud!\n\n### 2. 🎨 Generate Image Mode:\n\n```\nnormalization_mode: Standard or V2-Style\nToggle 3D Preview: OFF\nToggle Generate: ON\n```\n\nUse depth for ControlNet generation!\n\n⚠️ **Don't mix modes!** Will cause errors.\n\n---\n\n## 📥 Installation:\n\n[Depth Anything 3](https://github.com/ByteDance-Seed/Depth-Anything-3)\n\nComfyUI nodes auto-install models on first use.\n\n---\n\n**Tip:** Start with 'Standard' mode for generation, 'Raw' for 3D preview!" | |
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