Improved projection "fill holes"
This commit is contained in:
Bruno Fargnoli
@@ -789,54 +789,6 @@
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1024
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"mode": 0,
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"name": "pipeline",
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"type": "HY3DDIFFUSERSPIPE",
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"link": 450
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"outputs": [
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"name": "diffusers_scheduler",
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"type": "NOISESCHEDULER",
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"slot_index": 0,
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"ver": "6090a9051f109d2774d309cf6a8a22d4a11a1b15",
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||||
"Node name for S&R": "Hy3DDiffusersSchedulerConfig",
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||||
"widget_ue_connectable": {
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"scheduler": true,
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"sigmas": true
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||||
},
|
||||
"cnr_id": "comfyui-hunyan3dwrapper"
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||||
},
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||||
"widgets_values": [
|
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"Euler",
|
||||
"default"
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]
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},
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{
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"id": 248,
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"type": "Hy3DRenderMultiView",
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@@ -1857,8 +1809,8 @@
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"cnr_id": "comfy-core",
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"ver": "0.16.4",
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"Node name for S&R": "Preview3D",
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"Last Time Model File": "C:/Git/ComfyUI/output/3D/Pistol_MV/Pistol_MV_Textured_MV_00001_.glb",
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"Resource Folder": "Git/ComfyUI/output/3D/Pistol_MV",
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"Last Time Model File": "C:/Git/ComfyUI/output/3D/AnimeGirl/AnimeGirl_Textured_MV_00002_.glb",
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"Resource Folder": "Git/ComfyUI/output/3D/AnimeGirl",
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"Scene Config": {
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"showGrid": true,
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"backgroundColor": "#282828",
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@@ -1870,13 +1822,13 @@
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"fov": 35,
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"state": {
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"position": {
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"x": -9.285925508472754,
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"y": 6.135860681339741,
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"z": -3.084115266640774
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"x": -2.7373252313099936,
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"y": 5.5744471940243105,
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"z": 7.192391392495912
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},
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"target": {
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"x": 0,
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"y": 2.3565700410649804,
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"y": 2.5,
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"z": 0
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},
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"zoom": 1,
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@@ -1888,10 +1840,221 @@
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}
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},
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"widgets_values": [
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"C:/Git/ComfyUI/output/3D/Pistol_MV/Pistol_MV_Textured_MV_00001_.glb",
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"C:/Git/ComfyUI/output/3D/AnimeGirl/AnimeGirl_Textured_MV_00002_.glb",
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""
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]
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},
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{
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"id": 209,
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"type": "PrimitiveInt",
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"pos": [
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"size": [
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],
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"flags": {},
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"order": 4,
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"mode": 0,
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||||
"inputs": [],
|
||||
"outputs": [
|
||||
{
|
||||
"name": "INT",
|
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"type": "INT",
|
||||
"links": [
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400
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]
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}
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],
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"title": "Target Face Number",
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"properties": {
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"cnr_id": "comfy-core",
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"ver": "0.16.4",
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"Node name for S&R": "PrimitiveInt"
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},
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"widgets_values": [
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500000,
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"fixed"
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]
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},
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{
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"id": 6,
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"type": "Trellis2LoadImageWithTransparency",
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"pos": [
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"flags": {},
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"order": 5,
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"mode": 0,
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"inputs": [],
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"outputs": [
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{
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"name": "image",
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"type": "IMAGE",
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"links": null
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},
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{
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"name": "mask",
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"type": "MASK",
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"links": null
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},
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{
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"name": "image_with_alpha",
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"type": "IMAGE",
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"links": [
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344
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]
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}
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],
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"title": "Normal Image",
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"properties": {
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"aux_id": "visualbruno/ComfyUI-Trellis2",
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"ver": "e7f9b30df7a09bcedf1c955e176754c73f983254",
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"Node name for S&R": "Trellis2LoadImageWithTransparency",
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"widget_ue_connectable": {}
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},
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"widgets_values": [
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"AnimeGirl_1024_00001_.png",
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"image"
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]
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},
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{
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"id": 239,
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"type": "Trellis2LoadImageWithTransparency",
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"pos": [
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"size": [
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"flags": {},
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"order": 6,
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"mode": 0,
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"inputs": [],
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"outputs": [
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{
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"name": "image",
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"type": "IMAGE",
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"links": [
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483
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]
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},
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{
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"name": "mask",
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"type": "MASK",
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"links": null
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},
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{
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"name": "image_with_alpha",
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"type": "IMAGE",
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"links": [
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440
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]
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}
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],
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"title": "Color Image",
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"properties": {
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"aux_id": "visualbruno/ComfyUI-Trellis2",
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"ver": "e8098f5641702e74133c2dea0b45a13a3ab19985",
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"Node name for S&R": "Trellis2LoadImageWithTransparency"
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},
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"widgets_values": [
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"AnimeGirl_808_00001_.png",
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"image"
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]
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},
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{
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"id": 219,
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"type": "PrimitiveString",
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"pos": [
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"size": [
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"flags": {},
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"order": 7,
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"mode": 0,
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"inputs": [],
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"outputs": [
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{
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"name": "STRING",
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"type": "STRING",
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"links": [
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464,
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]
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}
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],
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"title": "Name -> output in 3D folder",
|
||||
"properties": {
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.16.4",
|
||||
"Node name for S&R": "PrimitiveString"
|
||||
},
|
||||
"widgets_values": [
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"AnimeGirl"
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]
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},
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{
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"id": 250,
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"type": "Hy3DDiffusersSchedulerConfig",
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"pos": [
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"flags": {
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"collapsed": true
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},
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"order": 8,
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"mode": 0,
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"inputs": [
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{
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"name": "pipeline",
|
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"type": "HY3DDIFFUSERSPIPE",
|
||||
"link": 450
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}
|
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],
|
||||
"outputs": [
|
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{
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||||
"name": "diffusers_scheduler",
|
||||
"type": "NOISESCHEDULER",
|
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"slot_index": 0,
|
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"links": [
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455
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]
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}
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],
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"properties": {
|
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"aux_id": "visualbruno/ComfyUI-Hunyuan3DWrapper",
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"ver": "6090a9051f109d2774d309cf6a8a22d4a11a1b15",
|
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"Node name for S&R": "Hy3DDiffusersSchedulerConfig",
|
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"widget_ue_connectable": {
|
||||
"scheduler": true,
|
||||
"sigmas": true
|
||||
},
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||||
"cnr_id": "comfyui-hunyan3dwrapper"
|
||||
},
|
||||
"widgets_values": [
|
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"Euler",
|
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"default"
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]
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},
|
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{
|
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"id": 264,
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"type": "Trellis2MultiViewTexturing",
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@@ -1901,7 +2064,7 @@
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],
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"size": [
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386
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"flags": {},
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"order": 38,
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@@ -1991,173 +2154,11 @@
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2,
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||||
1.1,
|
||||
1.15,
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||||
"",
|
||||
true,
|
||||
10,
|
||||
"",
|
||||
""
|
||||
]
|
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},
|
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{
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"id": 209,
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"type": "PrimitiveInt",
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"pos": [
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-1941.870656950478,
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277.2558588777398
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"size": [
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270,
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82
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],
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"flags": {},
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"order": 4,
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"mode": 0,
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"inputs": [],
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"outputs": [
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{
|
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"name": "INT",
|
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"type": "INT",
|
||||
"links": [
|
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400
|
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]
|
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}
|
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],
|
||||
"title": "Target Face Number",
|
||||
"properties": {
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.16.4",
|
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"Node name for S&R": "PrimitiveInt"
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},
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"widgets_values": [
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500000,
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"fixed"
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]
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},
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{
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"id": 6,
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"type": "Trellis2LoadImageWithTransparency",
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"pos": [
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],
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"size": [
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"flags": {},
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"order": 5,
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"mode": 0,
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"inputs": [],
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"outputs": [
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{
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"name": "image",
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"type": "IMAGE",
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"links": null
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},
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{
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"name": "mask",
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"type": "MASK",
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"links": null
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},
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{
|
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"name": "image_with_alpha",
|
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"type": "IMAGE",
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"links": [
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344
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]
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}
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],
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"title": "Normal Image",
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"properties": {
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"aux_id": "visualbruno/ComfyUI-Trellis2",
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"ver": "e7f9b30df7a09bcedf1c955e176754c73f983254",
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"Node name for S&R": "Trellis2LoadImageWithTransparency",
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"widget_ue_connectable": {}
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},
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"widgets_values": [
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"Image_1024_00081_.png",
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"image"
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]
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},
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{
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"id": 239,
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"type": "Trellis2LoadImageWithTransparency",
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"pos": [
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"outputs": [
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{
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"name": "image",
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"type": "IMAGE",
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"links": [
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483
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]
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},
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{
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"name": "mask",
|
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"type": "MASK",
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"links": null
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},
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{
|
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"name": "image_with_alpha",
|
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"type": "IMAGE",
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"links": [
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440
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]
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}
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],
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"title": "Color Image",
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"properties": {
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"aux_id": "visualbruno/ComfyUI-Trellis2",
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"ver": "e8098f5641702e74133c2dea0b45a13a3ab19985",
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"Node name for S&R": "Trellis2LoadImageWithTransparency"
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},
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"widgets_values": [
|
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"Image_1024_00065_.png",
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"image"
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]
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},
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{
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"id": 219,
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"type": "PrimitiveString",
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"pos": [
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"size": [
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],
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"flags": {},
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"order": 7,
|
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"mode": 0,
|
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"inputs": [],
|
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"outputs": [
|
||||
{
|
||||
"name": "STRING",
|
||||
"type": "STRING",
|
||||
"links": [
|
||||
464,
|
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465
|
||||
]
|
||||
}
|
||||
],
|
||||
"title": "Name -> output in 3D folder",
|
||||
"properties": {
|
||||
"cnr_id": "comfy-core",
|
||||
"ver": "0.16.4",
|
||||
"Node name for S&R": "PrimitiveString"
|
||||
},
|
||||
"widgets_values": [
|
||||
"Pistol_MV"
|
||||
]
|
||||
}
|
||||
],
|
||||
"links": [
|
||||
@@ -2722,10 +2723,10 @@
|
||||
"workflowRendererVersion": "LG",
|
||||
"ue_links": [],
|
||||
"ds": {
|
||||
"scale": 0.3899868676879694,
|
||||
"scale": 0.835971485622887,
|
||||
"offset": [
|
||||
2537.916276869781,
|
||||
-243.0909834796268
|
||||
1391.1352648291552,
|
||||
-2311.024721130755
|
||||
]
|
||||
},
|
||||
"links_added_by_ue": [],
|
||||
|
||||
@@ -3852,7 +3852,8 @@ class Trellis2MultiViewTexturing:
|
||||
"blend_exponent": ("FLOAT", {"default": 2.0, "min": 0.5, "max": 8.0, "step": 0.5}),
|
||||
"ortho_scale": ("FLOAT", {"default": 1.0, "min": 0.05, "max": 10.0, "step": 0.01}),
|
||||
"norm_size": ("FLOAT",{"default":1.15, "min":0.0, "max":9.99, "step":0.01}),
|
||||
"fill_holes": ("BOOLEAN",{"default":False}),
|
||||
"fill_holes": ("BOOLEAN",{"default":True}),
|
||||
"max_hole_size": ("INT",{"default":10,"min":0,"max":99999,"step":1}),
|
||||
},
|
||||
"optional": {
|
||||
# Standard views
|
||||
@@ -3885,6 +3886,7 @@ class Trellis2MultiViewTexturing:
|
||||
ortho_scale,
|
||||
norm_size,
|
||||
fill_holes,
|
||||
max_hole_size,
|
||||
baseColorTexture = None,
|
||||
front_image=None,
|
||||
back_image=None,
|
||||
@@ -3964,7 +3966,8 @@ class Trellis2MultiViewTexturing:
|
||||
ortho_scale=ortho_scale,
|
||||
blend_texture=blend_texture,
|
||||
fill_holes=fill_holes,
|
||||
norm_size=norm_size
|
||||
norm_size=norm_size,
|
||||
max_hole_size=max_hole_size
|
||||
)
|
||||
|
||||
return (trimesh_obj, pil2tensor(base_color), pil2tensor(mr))
|
||||
|
||||
@@ -53,6 +53,7 @@ import math
|
||||
|
||||
import cumesh as CuMesh
|
||||
|
||||
from tqdm import tqdm
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Camera helpers
|
||||
@@ -138,6 +139,7 @@ def texture_mesh_with_multiview(
|
||||
norm_size: float = 1.15,
|
||||
fill_holes: bool = False,
|
||||
blend_texture: bool = True,
|
||||
max_hole_size: int = 10,
|
||||
):
|
||||
if not (len(images) == len(azimuths) == len(elevations)):
|
||||
raise ValueError("images, azimuths, and elevations must have the same length")
|
||||
@@ -339,36 +341,96 @@ def texture_mesh_with_multiview(
|
||||
n_projected = int(composite_mask.sum().item())
|
||||
print(f" Projected texels: {n_projected} / {texture_size*texture_size}"
|
||||
f" ({100.0*n_projected/(texture_size*texture_size):.1f}%)")
|
||||
|
||||
if fill_holes:
|
||||
print('Filling holes ...')
|
||||
|
||||
hole_mask = (~valid_mask.cpu().numpy()).astype(np.uint8)
|
||||
n_holes = int(hole_mask.sum())
|
||||
print(f" Inpainting {n_holes} hole texels ({100.0*n_holes/hole_mask.size:.1f}%)...")
|
||||
|
||||
if n_holes > 0:
|
||||
for c in range(3):
|
||||
color_np[..., c] = cv2.inpaint(color_np[..., c], hole_mask, 3, cv2.INPAINT_NS)
|
||||
alpha_np = cv2.inpaint(alpha_np, hole_mask, 3, cv2.INPAINT_NS)
|
||||
else:
|
||||
# No existing texture found – fall back to projection-only output
|
||||
print(" WARNING: No existing PBR baseColorTexture found on mesh, "
|
||||
"outputting projection-only texture (holes will be transparent).")
|
||||
color_np = (projected_color.cpu().numpy() * 255).clip(0, 255).astype(np.uint8)
|
||||
alpha_np = composite_mask.cpu().numpy().astype(np.uint8) * 255
|
||||
|
||||
if fill_holes:
|
||||
print('Filling holes ...')
|
||||
|
||||
hole_mask = (~valid_mask.cpu().numpy()).astype(np.uint8)
|
||||
n_holes = int(hole_mask.sum())
|
||||
print(f" Inpainting {n_holes} hole texels ({100.0*n_holes/hole_mask.size:.1f}%)...")
|
||||
|
||||
if n_holes > 0:
|
||||
for c in range(3):
|
||||
color_np[..., c] = cv2.inpaint(color_np[..., c], hole_mask, 3, cv2.INPAINT_NS)
|
||||
alpha_np = cv2.inpaint(alpha_np, hole_mask, 3, cv2.INPAINT_NS)
|
||||
if fill_holes:
|
||||
print('Filling holes and padding UV seams ...')
|
||||
|
||||
# Get numpy arrays
|
||||
uv_mask_np = uv_hit_mask.cpu().numpy().astype(np.uint8)
|
||||
valid_mask_np = valid_mask.cpu().numpy().astype(np.uint8)
|
||||
|
||||
# 1. INTERNAL HOLES: Pixels inside the UV map that didn't get colored
|
||||
internal_hole_mask = cv2.bitwise_and(cv2.bitwise_not(valid_mask_np), uv_mask_np)
|
||||
|
||||
if max_hole_size > 0:
|
||||
# Filter internal holes by size to avoid filling massive intentional gaps
|
||||
num_labels, labels, stats, centroids = cv2.connectedComponentsWithStats(internal_hole_mask, connectivity=8)
|
||||
areas = stats[:, cv2.CC_STAT_AREA]
|
||||
valid_labels_mask = (areas <= max_hole_size)
|
||||
valid_labels_mask[0] = False # Ignore background
|
||||
filtered_internal_holes = valid_labels_mask[labels].astype(np.uint8)
|
||||
else:
|
||||
filtered_internal_holes = internal_hole_mask
|
||||
|
||||
# 2. UV SEAM PADDING: A small band of pixels just outside the UV islands
|
||||
# We dilate the UV mask by a few pixels to create a "bleed" area
|
||||
pad_radius = 5 # You can increase this if the black lines persist at long distances
|
||||
kernel = np.ones((3, 3), np.uint8)
|
||||
dilated_uv = cv2.dilate(uv_mask_np, kernel, iterations=pad_radius)
|
||||
|
||||
# The padding mask is the dilated area MINUS the original UV area
|
||||
seam_padding_mask = cv2.bitwise_and(dilated_uv, cv2.bitwise_not(uv_mask_np))
|
||||
|
||||
# 3. COMBINE AND INPAINT
|
||||
# We want to inpaint both the internal dots and the external seams simultaneously
|
||||
final_inpaint_mask = cv2.bitwise_or(filtered_internal_holes, seam_padding_mask)
|
||||
|
||||
n_holes = int(filtered_internal_holes.sum())
|
||||
n_pad = int(seam_padding_mask.sum())
|
||||
print(f" Inpainting {n_holes} internal texels and {n_pad} seam padding texels...")
|
||||
|
||||
if (n_holes + n_pad) > 0:
|
||||
for c in range(3):
|
||||
color_np[..., c] = cv2.inpaint(color_np[..., c], final_inpaint_mask, 3, cv2.INPAINT_NS)
|
||||
alpha_np = cv2.inpaint(alpha_np, final_inpaint_mask, 3, cv2.INPAINT_NS)
|
||||
|
||||
# if fill_holes:
|
||||
# print('Filling holes ...')
|
||||
|
||||
# # 1. Get the raw mask of all holes (1 for hole, 0 for valid)
|
||||
# raw_hole_mask = (~valid_mask.cpu().numpy()).astype(np.uint8)
|
||||
|
||||
# # 2. Filter by size if a limit is set
|
||||
# if max_hole_size > 0:
|
||||
# filtered_hole_mask = np.zeros_like(raw_hole_mask)
|
||||
# # Find connected components (connectivity=8 handles diagonals)
|
||||
# num_labels, labels, stats, centroids = cv2.connectedComponentsWithStats(raw_hole_mask, connectivity=8)
|
||||
|
||||
# print(f"Num Labels: {num_labels}")
|
||||
# # Label 0 is the background (non-holes), so we start checking from Label 1
|
||||
|
||||
# if num_labels>0:
|
||||
# progress_bar = tqdm(total=num_labels, desc="Filling holes")
|
||||
|
||||
# for label_id in range(1, num_labels):
|
||||
# area = stats[label_id, cv2.CC_STAT_AREA]
|
||||
# if area <= max_hole_size:
|
||||
# # If the hole is small enough, add it to our filtered mask
|
||||
# filtered_hole_mask[labels == label_id] = 1
|
||||
# progress_bar.update(1)
|
||||
|
||||
# progress_bar.close()
|
||||
|
||||
# print(f"Number of filtered holes: {len(filtered_hole_mask)}")
|
||||
|
||||
# hole_mask = filtered_hole_mask
|
||||
# else:
|
||||
# hole_mask = raw_hole_mask
|
||||
|
||||
# n_holes = int(hole_mask.sum())
|
||||
# print(f" Inpainting {n_holes} hole texels ({100.0*n_holes/hole_mask.size:.1f}%)...")
|
||||
|
||||
# if n_holes > 0:
|
||||
# for c in range(3):
|
||||
# color_np[..., c] = cv2.inpaint(color_np[..., c], hole_mask, 3, cv2.INPAINT_NS)
|
||||
# alpha_np = cv2.inpaint(alpha_np, hole_mask, 3, cv2.INPAINT_NS)
|
||||
|
||||
|
||||
# =========================================================================
|
||||
|
||||
Reference in New Issue
Block a user