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0, 71, 6, "STRING" ], [ 137, 134, 0, 133, 0, "STRING" ], [ 138, 135, 0, 134, 0, "STRING" ], [ 140, 133, 0, 137, 0, "STRING" ], [ 142, 139, 0, 135, 1, "STRING" ] ], "nodes": [ { "bgcolor": "#0d1119", "color": "#1a2231", "flags": {}, "id": 48, "inputs": [], "mode": 0, "order": 0, "outputs": [], "pos": [ -4181.873607481925, 6022.280430647264 ], "properties": {}, "size": [ 440, 690 ], "type": "MarkdownNote", "widgets_values": [ "## LTX-2.3 In-Outpainting IC-LoRA — Usage\n\n**Mask-conditioned inpaint.** The masked region is green-filled and the LoRA generates only inside it.\n\n### Prompt\n- Empty / minimal works best.\n- If guiding, describe **only the masked region / background** — never the whole scene (it duplicates objects).\n\n### LoRA\n- `ltx-2.3-22b-ic-lora-in-outpainting-0.9.safetensors`, `strength_model` ≈ `1.0` (gated download → models/loras).\n\n### Mask\n- **Dilate beyond the object** to cover shadows / reflections / contact, or the model re-creates it from those cues.\n\n### Dimensions (w x h)\n1920x1088 / 1088x1920 / 1280x704 / 704x1280" ] }, { "flags": {}, "id": 52, "inputs": [ { "link": 80, "localized_name": "video", "name": "video", "type": "VIDEO" }, { "link": null, "localized_name": "filename_prefix", "name": "filename_prefix", "type": "STRING", "widget": { "name": "filename_prefix" } }, { "link": null, "localized_name": "format", "name": "format", "type": "COMBO", "widget": { "name": "format" } }, { "link": null, "localized_name": "codec", "name": "codec", "type": "COMBO", "widget": { "name": "codec" } } ], "mode": 0, "order": 33, "outputs": [], "pos": [ 1183.1618615931034, 7794.900685366455 ], "properties": { "cnr_id": "comfy-core", "ver": "0.21.1" }, "size": [ 500, 720 ], "title": "Save Video Compared", "type": "SaveVideo", "widgets_values": [ "cleanplate_compare", "auto", "auto" ] }, { "flags": {}, "id": 53, "inputs": [ { "link": 81, "localized_name": "video", "name": "video", "type": "VIDEO" }, { "link": null, "localized_name": "filename_prefix", "name": "filename_prefix", "type": "STRING", "widget": { "name": "filename_prefix" } }, { "link": null, "localized_name": "format", "name": "format", "type": "COMBO", "widget": { "name": "format" } }, { "link": null, "localized_name": "codec", "name": "codec", "type": "COMBO", "widget": { "name": "codec" } } ], "mode": 0, "order": 34, "outputs": [], "pos": [ 533.1618615931034, 7894.900685366455 ], "properties": { "cnr_id": "comfy-core", "ver": "0.21.1" }, "size": [ 500, 570 ], "type": "SaveVideo", "widgets_values": [ "cleanplate_ltx_inpaint", "auto", "auto" ] }, { "flags": {}, "id": 54, "inputs": [ { "link": 106, "localized_name": "video", "name": "video", "type": "VIDEO" } ], "mode": 0, "order": 28, "outputs": [ { "links": [ 80 ], "localized_name": "VIDEO", "name": "VIDEO", "type": "VIDEO" }, { "links": [ 81, 84 ], "localized_name": "VIDEO_1", "name": "VIDEO_1", "type": "VIDEO" } ], "pos": [ -866.8381384068966, 7794.900685366455 ], "properties": { "cnr_id": "comfy-core", "proxyWidgets": [ [ "9", "text" ], [ "15", "strength_model" ], [ "19", "seed" ], [ "26", "direction" ], [ "5", "unet_name" ], [ "14", "lora_name" ], [ "15", "lora_name" ], [ "5", "weight_dtype" ], [ "4", "clip_name1" ] ], "ver": "0.21.1" }, "size": [ 418.8125, 450.4375 ], "type": "55183e4b-4ede-4bd6-8d71-12df30ab5ff0", "widgets_values": [] }, { "bgcolor": "#0d160d", "color": "#1a2a1a", "flags": {}, "id": 56, "inputs": [], "mode": 0, "order": 1, "outputs": [], "pos": [ -3989.260618018555, 5593.161129264048 ], "properties": {}, "size": [ 540, 353.1875 ], "type": "MarkdownNote", "widgets_values": [ "# Cleanplate for VFX\n**LTX 2.3 In-Outpainting IC-LoRA (mask-conditioned) + SAM3.**\n\nSAM3 masks the object -> mask is dilated -> the plate is green-filled in the masked region (`LTXVInpaintPreprocess`) -> that green plate feeds the LTX guide, and the **In-Outpainting LoRA fills the hole**. The matte composite blends the original plate back outside the mask.\n\n**You must download** `ltx-2.3-22b-ic-lora-in-outpainting-0.9.safetensors` (gated) into `models/loras`.\n\nSet the object in SAM3 `text_prompt`. Leave the subgraph prompt minimal (describe only the background, never the whole scene).\n\nOutputs: `cleanplate_ltx_inpaint` (raw LTX) · `cleanplate_matted` (deliverable) · `cleanplate_matte` (Nuke). Save as **Cleanplate for VFX**." ] }, { "bgcolor": "#161203", "color": "#2a2410", "flags": {}, "id": 57, "inputs": [], "mode": 0, "order": 2, "outputs": [], "pos": [ -3705.6746973499494, 6022.539220889134 ], "properties": {}, "size": [ 470, 580 ], "type": "MarkdownNote", "widgets_values": [ "## Mask-conditioned LTX inpaint\n\n`SAM3 -> LTXVDilateVideoMask (s10/t1) -> GrowMaskWithBlur (feather) -> OBJECT_MASK`.\n\n`PLATE_FRAMES + OBJECT_MASK -> LTXVInpaintPreprocess` paints the masked region green; `CreateVideo` re-encodes it and feeds the subgraph, whose IC-LoRA is now **In-Outpainting**. The LoRA generates only inside the green hole and leaves the rest intact.\n\n**Dilate generously** — the model re-creates the object from leftover shadows/reflections if they're outside the mask (raise DilateVideoMask spatial_radius).\n\nLength auto-matches: `count -> (n-1)//8*8+1 -> trim plate`. 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