{ "id": "b8855bb2-4ecb-4d67-94cc-c373b4db93dd", "revision": 0, "last_node_id": 38, "last_link_id": 65, "nodes": [ { "id": 28, "type": "LoadImage", "pos": [ -3740, 4810 ], "size": [ 290, 370 ], "flags": {}, "order": 0, "mode": 0, "inputs": [], "outputs": [ { "name": "IMAGE", "type": "IMAGE", "links": [ 43 ] }, { "name": "MASK", "type": "MASK", "links": null } ], "properties": { "Node name for S&R": "LoadImage", "cnr_id": "comfy-core", "ver": "0.21.1", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 }, "widgets_values": [ "lego_street_panorama.png", "image" ], "widgets_values_named": { "image": "lego_street_panorama.png", "upload": "image" } }, { "id": 36, "type": "MarkdownNote", "pos": [ -4860, 4810 ], "size": [ 500, 1140 ], "flags": {}, "order": 1, "mode": 0, "inputs": [], "outputs": [], "title": "Model Link", "properties": {}, "widgets_values": [ "## MoGe β€” models & downloads\n\nResearch repo: [microsoft/MoGe](https://github.com/microsoft/MoGe) (CVPR'25, monocular geometry from a single image).\n\nComfyUI weights: [Comfy-Org/MoGe](https://huggingface.co/Comfy-Org/MoGe) β†’ `models/geometry_estimation/`\n\n### Which checkpoint to use\n\n| File | Version | Use when |\n|------|---------|----------|\n| `moge_1_vitl_fp16` | **MoGe-1** | Point map + depth + mask; relative scale. Lighter baseline. |\n| `moge_2_vitl_normal_fp16` | **MoGe-2** | **Recommended.** Metric-scale depth/points, sharper detail, **normal maps** (needed for normal previews & better mesh edges). |\n\nMoGe-2 adds metric scale and normals in one forward pass; MoGe-1 does not predict normals (normals in previews may be derived from points).\n\n## Input Asset\n\n- [lego_street_panorama.png](https://raw.githubusercontent.com/Comfy-Org/workflow_templates/refs/heads/main/input/lego_street_panorama.png)\n\n## Model Link\n\n- [Hugging Face:Comfy-Org/MoGe](https://huggingface.co/Comfy-Org/MoGe)\n- [ModelScope:Comfy-Org/MoGe](https://modelscope.cn/models/Comfy-Org/MoGe)\n\n**geometry_estimation**\n\n- [moge_1_vitl_fp16.safetensors](https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_1_vitl_fp16.safetensors) (599.3 MB)\n- [moge_2_vitl_normal_fp16.safetensors](https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_2_vitl_normal_fp16.safetensors) (631.2 MB)\n\n\n## Model Storage Location\n\n```\nπŸ“‚ ComfyUI/\nβ”œβ”€β”€ πŸ“‚ models/\nβ”‚ └── πŸ“‚ geometry_estimation/\nβ”‚ β”œβ”€β”€ moge_2_vitl_normal_fp16.safetensors\nβ”‚ └── moge_1_vitl_fp16.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" ], "widgets_values_named": { "text": "## MoGe β€” models & downloads\n\nResearch repo: [microsoft/MoGe](https://github.com/microsoft/MoGe) (CVPR'25, monocular geometry from a single image).\n\nComfyUI weights: [Comfy-Org/MoGe](https://huggingface.co/Comfy-Org/MoGe) β†’ `models/geometry_estimation/`\n\n### Which checkpoint to use\n\n| File | Version | Use when |\n|------|---------|----------|\n| `moge_1_vitl_fp16` | **MoGe-1** | Point map + depth + mask; relative scale. Lighter baseline. |\n| `moge_2_vitl_normal_fp16` | **MoGe-2** | **Recommended.** Metric-scale depth/points, sharper detail, **normal maps** (needed for normal previews & better mesh edges). |\n\nMoGe-2 adds metric scale and normals in one forward pass; MoGe-1 does not predict normals (normals in previews may be derived from points).\n\n## Input Asset\n\n- [lego_street_panorama.png](https://raw.githubusercontent.com/Comfy-Org/workflow_templates/refs/heads/main/input/lego_street_panorama.png)\n\n## Model Link\n\n- [Hugging Face:Comfy-Org/MoGe](https://huggingface.co/Comfy-Org/MoGe)\n- [ModelScope:Comfy-Org/MoGe](https://modelscope.cn/models/Comfy-Org/MoGe)\n\n**geometry_estimation**\n\n- [moge_1_vitl_fp16.safetensors](https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_1_vitl_fp16.safetensors) (599.3 MB)\n- [moge_2_vitl_normal_fp16.safetensors](https://huggingface.co/Comfy-Org/MoGe/resolve/main/geometry_estimation/moge_2_vitl_normal_fp16.safetensors) (631.2 MB)\n\n\n## Model Storage Location\n\n```\nπŸ“‚ ComfyUI/\nβ”œβ”€β”€ πŸ“‚ models/\nβ”‚ └── πŸ“‚ geometry_estimation/\nβ”‚ β”œβ”€β”€ moge_2_vitl_normal_fp16.safetensors\nβ”‚ └── moge_1_vitl_fp16.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" }, "color": "#222", "bgcolor": "#000" }, { "id": 35, "type": "MarkdownNote", "pos": [ -4310, 4810 ], "size": [ 510, 1150 ], "flags": {}, "order": 2, "mode": 0, "inputs": [], "outputs": [], "title": "Workflow", "properties": {}, "widgets_values": [ "## moge_panorama_to_mesh\n\n**Equirectangular (360Β°) panorama β†’ textured GLB**\n\n`Load Image` β†’ subgraph `source_panorama` β†’ `Save GLB`\n\nUses **`MoGePanoramaInference`**: 12 perspective views β†’ merge β†’ mesh. Research: [microsoft/MoGe](https://github.com/microsoft/MoGe).\n\nSingle photo workflow: `3d_moge_perspective_to_mesh.json` (`MoGeInference` + depth/normal previews).\n\n### Pipeline\n1. Optional downscale if `auto_resize_input` and width > 2048\n2. Split equirect into **12** crops (90Β° FOV)\n3. MoGe on each crop (`panorama_split_resolution`, `inference_resolution`)\n4. **CPU merge** β€” stitch distance maps into one equirect depth (`panorama_merge_resolution`)\n5. `MoGePointMapToMesh` β†’ GLB with vertex colors\n\nMerge disables per-view metric scale; MoGe-2 normals are not stitched. A long **β€œpanorama merge”** progress phase is expected.\n\n### Input\n- **Equirectangular** 360°×180Β°, usually **2:1** (e.g. 2048Γ—1024)\n- **One** image per run\n\n### Subgraph ports\n| Port | Meaning |\n|------|--------|\n| `source_panorama` | RGB equirect |\n| `inference_resolution` | MoGe detail **0–9** (default 5) |\n| `panorama_split_resolution` | Each crop side length β€” **GPU** (default 512) |\n| `panorama_merge_resolution` | Merge grid **long edge** β€” **CPU** (default 1024; never above input size) |\n| `inference_batch_size` | Views per forward, 12 total (default 4) |\n| `mesh_frame_index` | **0** for one panorama |\n| `mesh_decimation` | Vertex stride; **1** = full |\n| `mesh_gap_threshold` | Cull faces at depth jumps; **0** = off |\n| `mesh_texture` | Bake panorama into GLB |\n| `moge_model` | Checkpoint β€” **Model Link** |\n| `auto_resize_input` | Downscale when width > 2048 |\n\n**Split vs merge:** split = per-view inference sharpness; merge = seam / global depth quality. Example: 4096Γ—2048 + merge **1920** β†’ solve ~1920Γ—960, then upsample to input size for meshing.\n\n### Tuning\n| Goal | Try |\n|------|-----|\n| Faster | resolution 3–4, split 512, merge 768 |\n| Quality | resolution 9, split 768+, merge 2048+, MoGe-2 |\n| GPU OOM | batch 1–2, split 512 |\n| Slow merge | lower `panorama_merge_resolution` |\n\n### Output\n`mesh` β†’ **Save GLB** (default `3d/Moge`). Spherical glTF mesh β€” view from inside the sphere." ], "widgets_values_named": { "text": "## moge_panorama_to_mesh\n\n**Equirectangular (360Β°) panorama β†’ textured GLB**\n\n`Load Image` β†’ subgraph `source_panorama` β†’ `Save GLB`\n\nUses **`MoGePanoramaInference`**: 12 perspective views β†’ merge β†’ mesh. Research: [microsoft/MoGe](https://github.com/microsoft/MoGe).\n\nSingle photo workflow: `3d_moge_perspective_to_mesh.json` (`MoGeInference` + depth/normal previews).\n\n### Pipeline\n1. Optional downscale if `auto_resize_input` and width > 2048\n2. Split equirect into **12** crops (90Β° FOV)\n3. MoGe on each crop (`panorama_split_resolution`, `inference_resolution`)\n4. **CPU merge** β€” stitch distance maps into one equirect depth (`panorama_merge_resolution`)\n5. `MoGePointMapToMesh` β†’ GLB with vertex colors\n\nMerge disables per-view metric scale; MoGe-2 normals are not stitched. A long **β€œpanorama merge”** progress phase is expected.\n\n### Input\n- **Equirectangular** 360°×180Β°, usually **2:1** (e.g. 2048Γ—1024)\n- **One** image per run\n\n### Subgraph ports\n| Port | Meaning |\n|------|--------|\n| `source_panorama` | RGB equirect |\n| `inference_resolution` | MoGe detail **0–9** (default 5) |\n| `panorama_split_resolution` | Each crop side length β€” **GPU** (default 512) |\n| `panorama_merge_resolution` | Merge grid **long edge** β€” **CPU** (default 1024; never above input size) |\n| `inference_batch_size` | Views per forward, 12 total (default 4) |\n| `mesh_frame_index` | **0** for one panorama |\n| `mesh_decimation` | Vertex stride; **1** = full |\n| `mesh_gap_threshold` | Cull faces at depth jumps; **0** = off |\n| `mesh_texture` | Bake panorama into GLB |\n| `moge_model` | Checkpoint β€” **Model Link** |\n| `auto_resize_input` | Downscale when width > 2048 |\n\n**Split vs merge:** split = per-view inference sharpness; merge = seam / global depth quality. Example: 4096Γ—2048 + merge **1920** β†’ solve ~1920Γ—960, then upsample to input size for meshing.\n\n### Tuning\n| Goal | Try |\n|------|-----|\n| Faster | resolution 3–4, split 512, merge 768 |\n| Quality | resolution 9, split 768+, merge 2048+, MoGe-2 |\n| GPU OOM | batch 1–2, split 512 |\n| Slow merge | lower `panorama_merge_resolution` |\n\n### Output\n`mesh` β†’ **Save GLB** (default `3d/Moge`). Spherical glTF mesh β€” view from inside the sphere." }, "color": "#222", "bgcolor": "#000" }, { "id": 29, "type": "94961018-e012-4f04-9891-adc008a73d54", "pos": [ -3410, 4810 ], "size": [ 350, 400 ], "flags": {}, "order": 3, "mode": 0, "inputs": [ { "name": "source_panorama", "type": "IMAGE", "link": 43 }, { "label": "auto_resize_input", "name": "auto_resize_input", "type": "BOOLEAN", "widget": { "name": "auto_resize_input" }, "link": null } ], "outputs": [ { "name": "mesh", "type": "MESH", "links": [ 44 ] } ], "properties": { "cnr_id": "comfy-core", "ver": "0.21.1", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65, "previewExposures": [] }, "widgets_values": [ 5, 512, 1024, 4, 0, 1, 0.04, true, "moge_2_vitl_normal_fp16.safetensors", false ], "widgets_values_named": { "inference_resolution": 5, "panorama_split_resolution": 512, "panorama_merge_resolution": 1024, "inference_batch_size": 4, "mesh_frame_index": 0, "mesh_decimation": 1, "mesh_gap_threshold": 0.04, "mesh_texture": true, "moge_model": "moge_2_vitl_normal_fp16.safetensors", "auto_resize_input": false } }, { "id": 7, "type": "SaveGLB", "pos": [ -3030, 4810 ], "size": [ 510, 390 ], "flags": {}, "order": 4, "mode": 0, "inputs": [ { "name": "mesh", "type": "MESH,FILE_3D_GLB,FILE_3D_GLTF,FILE_3D_OBJ,FILE_3D_FBX,FILE_3D_STL,FILE_3D_USDZ,FILE_3D_PLY,FILE_3D_SPLAT,FILE_3D_SPZ,FILE_3D_KSPLAT,FILE_3D_SPLAT_ANY,FILE_3D_POINT_CLOUD_ANY,FILE_3D", "link": 44 } ], "outputs": [], "properties": { "Node name for S&R": "SaveGLB", "cnr_id": "comfy-core", "ver": "0.21.1", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65, "Scene Config": { "showGrid": true, "backgroundColor": "#282828", "backgroundImage": "", "backgroundRenderMode": "tiled", "models": [ { "position": { "x": 0.015758798389793105, "y": 0.6356153256090095, "z": 0.09070047938482517 }, "quaternion": { "x": 0, "y": 0, "z": 0, "w": 1 }, "scale": { "x": 0.2256986065557927, "y": 0.2256986065557927, "z": 0.2256986065557927 } } ] }, "Camera Config": { "cameraType": "perspective", "fov": 35, "state": { "position": { "x": -2.725224382020447, "y": 0.038079813066149715, "z": -3.091610096123842 }, "target": { "x": 0, "y": 1.617803491395856, "z": 0 }, "zoom": 1, "cameraType": "perspective", "quaternion": { "x": -0.0643255272282896, "y": 0.9198336511452256, "z": -0.1702511497276239, "w": -0.34753823787328525 }, "fov": 35, "aspect": 1.6643835616438356, "near": 0.01, "far": 10000, "frustum": { "left": -5, "right": 5, "top": 5, "bottom": -5 } } }, "Light Config": { "intensity": 3, "hdri": { "enabled": false, "hdriPath": "", "showAsBackground": false, "intensity": 1 } }, "Model Config": { "upDirection": "original", "materialMode": "original", "showSkeleton": false, "gizmo": { "enabled": false, "mode": "translate", "position": { "x": 0.015758798389793105, "y": 0.6356153256090095, "z": 0.09070047938482517 }, "rotation": { "x": 0, "y": 0, "z": 0 }, "scale": { "x": 0.2256986065557927, "y": 0.2256986065557927, "z": 0.2256986065557927 } } } }, "widgets_values": [ "3d/Moge", "" ], "widgets_values_named": { "filename_prefix": "3d/Moge", "image": "" } } ], "links": [ [ 43, 28, 0, 29, 0, "IMAGE" ], [ 44, 29, 0, 7, 0, "MESH" ] ], "groups": [], "definitions": { "subgraphs": [ { "id": "94961018-e012-4f04-9891-adc008a73d54", "version": 1, "state": { "lastGroupId": 1, "lastNodeId": 38, "lastLinkId": 65, "lastRerouteId": 0 }, "revision": 0, "config": {}, "name": "Panorama to Mesh (Moge)", "inputNode": { "id": -10, "bounding": [ -5080, 4920, 208.892578125, 268 ] }, "outputNode": { "id": -20, "bounding": [ -2920, 4861, 128, 68 ] }, "inputs": [ { "id": "af0ac626-71ec-48b6-9191-1984cea03044", "name": "source_panorama", "type": "IMAGE", "linkIds": [ 57, 59, 61, 65 ], "localized_name": "source_panorama", "pos": [ -4895.107421875, 4944 ] }, { "id": "06321022-0a9d-46e5-a311-f4ab86667e4f", "name": "inference_resolution", "type": "INT", "linkIds": [ 45 ], "pos": [ -4895.107421875, 4964 ] }, { "id": "d9ad9c0d-9f1e-4243-899b-53d266f2dfa1", "name": "panorama_split_resolution", "type": "INT", "linkIds": [ 46 ], "pos": [ -4895.107421875, 4984 ] }, { "id": "558d680b-3aca-4c8e-aa54-635374e71ef2", "name": "panorama_merge_resolution", "type": "INT", "linkIds": [ 47 ], "pos": [ -4895.107421875, 5004 ] }, { "id": "1822d07a-0397-4ccd-8f1c-1b0977453e5d", "name": "inference_batch_size", "type": "INT", "linkIds": [ 48 ], "pos": [ -4895.107421875, 5024 ] }, { "id": "0e803cc1-3308-4315-b947-abbcac36c426", "name": "mesh_frame_index", "type": "INT", "linkIds": [ 49 ], "pos": [ -4895.107421875, 5044 ] }, { "id": "ad350cfe-6fb5-4475-8f08-a687769b0299", "name": "mesh_decimation", "type": "INT", "linkIds": [ 50 ], "pos": [ -4895.107421875, 5064 ] }, { "id": "f77b3ecc-7cd9-4b34-82fd-77bbd89e1a9f", "name": "mesh_gap_threshold", "type": "FLOAT", "linkIds": [ 51 ], "pos": [ -4895.107421875, 5084 ] }, { "id": "fc22194c-ed8a-492a-99ce-8e0a788a3e25", "name": "mesh_texture", "type": "BOOLEAN", "linkIds": [ 52 ], "pos": [ -4895.107421875, 5104 ] }, { "id": "bee65e3d-954d-4f33-9333-41eb4ee92bb9", "name": "moge_model", "type": "COMBO", "linkIds": [ 53 ], "pos": [ -4895.107421875, 5124 ] }, { "id": "a92c5683-1dd9-4935-aa89-fd617ed25b66", "name": "auto_resize_input", "type": "BOOLEAN", "linkIds": [ 63 ], "label": "auto_resize_input", "pos": [ -4895.107421875, 5144 ] } ], "outputs": [ { "id": "500db3df-e6b3-4b7f-a8e5-07c1b8df8853", "name": "mesh", "type": "MESH", "linkIds": [ 37 ], "localized_name": "mesh", "pos": [ -2896, 4885 ] } ], "widgets": [], "nodes": [ { "id": 5, "type": "MoGePanoramaInference", "pos": [ -3360, 4780 ], "size": [ 360, 200 ], "flags": {}, "order": 0, "mode": 0, "inputs": [ { "localized_name": "moge_model", "name": "moge_model", "type": "MOGE_MODEL", "link": 41 }, { "localized_name": "image", "name": "image", "type": "IMAGE", "link": 62 }, { "localized_name": "resolution_level", "name": "resolution_level", "type": "INT", "widget": { "name": "resolution_level" }, "link": 45 }, { "localized_name": "split_resolution", "name": "split_resolution", "type": "INT", "widget": { "name": "split_resolution" }, "link": 46 }, { "localized_name": "merge_resolution", "name": "merge_resolution", "type": "INT", "widget": { "name": "merge_resolution" }, "link": 47 }, { "localized_name": "batch_size", "name": "batch_size", "type": "INT", "widget": { "name": "batch_size" }, "link": 48 } ], "outputs": [ { "localized_name": "moge_geometry", "name": "moge_geometry", "type": "MOGE_GEOMETRY", "links": [ 38 ] } ], "properties": { "Node name for S&R": "MoGePanoramaInference", "cnr_id": "comfy-core", "ver": "0.21.1", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 }, "widgets_values": [ 5, 512, 1024, 4, 3 ], "widgets_values_named": { "resolution_level": 5, "split_resolution": 512, "merge_resolution": 1024, "batch_size": 4, "refine_steps": 3 } }, { "id": 24, "type": "MoGePointMapToMesh", "pos": [ -3350, 5030 ], "size": [ 370, 180 ], "flags": {}, "order": 2, "mode": 0, "inputs": [ { "localized_name": "moge_geometry", "name": "moge_geometry", "type": "MOGE_GEOMETRY", "link": 38 }, { "localized_name": "batch_index", "name": "batch_index", "type": "INT", "widget": { "name": "batch_index" }, "link": 49 }, { "localized_name": "decimation", "name": "decimation", "type": "INT", "widget": { "name": "decimation" }, "link": 50 }, { "localized_name": "discontinuity_threshold", "name": "discontinuity_threshold", "type": "FLOAT", "widget": { "name": "discontinuity_threshold" }, "link": 51 }, { "localized_name": "texture", "name": "texture", "type": "BOOLEAN", "widget": { "name": "texture" }, "link": 52 } ], "outputs": [ { "localized_name": "MESH", "name": "MESH", "type": "MESH", "links": [ 37 ] } ], "properties": { "Node name for S&R": "MoGePointMapToMesh", "cnr_id": "comfy-core", "ver": "0.21.1", "enableTabs": false, "tabWidth": 65, "tabXOffset": 10, "hasSecondTab": false, "secondTabText": "Send Back", "secondTabOffset": 80, "secondTabWidth": 65 }, "widgets_values": [ 0, 1, 0.04, true ], "widgets_values_named": { "batch_index": 0, "decimation": 1, "discontinuity_threshold": 0.04, "texture": true } }, { "id": 8, "type": "LoadMoGeModel", "pos": [ -3340, 4610 ], "size": [ 360, 90 ], "flags": {}, "order": 1, "mode": 0, "inputs": [ { "localized_name": "model_name", "name": "model_name", "type": "COMBO", "widget": { "name": "model_name" }, "link": 53 } ], "outputs": [ { "localized_name": "MOGE_MODEL", "name": "MOGE_MODEL", "type": "MOGE_MODEL", "links": [ 41 ] } ], "properties": { "Node name for S&R": "LoadMoGeModel", "cnr_id": "comfy-core", "ver": "0.21.1", "models": [ { "name": "moge_2_vitl_normal_fp16.safetensors", "url": 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