From 97afc83395e29ae7266fc155a5a235576f8e2345 Mon Sep 17 00:00:00 2001
From: MrForExample <62230687+MrForExample@users.noreply.github.com>
Date: Fri, 9 Feb 2024 00:14:12 +0100
Subject: [PATCH] Integrate LGM & Update 3DGS to Mesh Conversion Algorithm
---
README.md | 40 +-
...iew_Gaussian_Model_to_3DGS and_3DMesh.json | 627 ++++++++++
...sformers_to_3DGS(DMTet and DiffRast).json} | 0
...ssian_Transformers_to_3DGS_and_3DMesh.json | 580 ++++++++++
.../_Example_Inputs_Files/Cat_Coffee_rgba.png | Bin 0 -> 800192 bytes
.../Cucumber_Shark_rgba.png | Bin 0 -> 575331 bytes
.../_Example_Inputs_Files/ghost_rgba.png | Bin 0 -> 55677 bytes
algorithms/diff_texturing.py | 7 +-
algorithms/large_multiview_gaussian_model.py | 171 +++
algorithms/main_3DGS.py | 7 +-
algorithms/nerf_marching_cubes_converter.py | 416 +++++++
install.bat | 9 -
lgm/acc_configs/gpu1.yaml | 15 +
lgm/acc_configs/gpu4.yaml | 15 +
lgm/acc_configs/gpu6.yaml | 15 +
lgm/acc_configs/gpu8.yaml | 15 +
lgm/core/__init__.py | 0
lgm/core/attention.py | 156 +++
lgm/core/gs.py | 186 +++
lgm/core/options.py | 117 ++
lgm/core/provider_objaverse.py | 172 +++
lgm/core/unet.py | 319 ++++++
lgm/core/utils.py | 109 ++
lgm/mvdream/mv_unet.py | 1005 +++++++++++++++++
lgm/mvdream/pipeline_mvdream.py | 559 +++++++++
mesh_processer/mesh.py | 2 +-
nodes.py | 257 ++++-
requirements.txt | 21 +-
shared_utils/camera_utils.py | 21 -
shared_utils/common_utils.py | 16 +-
shared_utils/image_utils.py | 4 +-
31 files changed, 4778 insertions(+), 83 deletions(-)
create mode 100644 _Example_Workflows/Large_Multiview_Gaussian_Model_to_3DGS and_3DMesh.json
rename _Example_Workflows/{Triplane_Gaussian_Transformers_to_3DGS.json => Triplane_Gaussian_Transformers_to_3DGS(DMTet and DiffRast).json} (100%)
create mode 100644 _Example_Workflows/Triplane_Gaussian_Transformers_to_3DGS_and_3DMesh.json
create mode 100644 _Example_Workflows/_Example_Inputs_Files/Cat_Coffee_rgba.png
create mode 100644 _Example_Workflows/_Example_Inputs_Files/Cucumber_Shark_rgba.png
create mode 100644 _Example_Workflows/_Example_Inputs_Files/ghost_rgba.png
create mode 100644 algorithms/large_multiview_gaussian_model.py
create mode 100644 algorithms/nerf_marching_cubes_converter.py
create mode 100644 lgm/acc_configs/gpu1.yaml
create mode 100644 lgm/acc_configs/gpu4.yaml
create mode 100644 lgm/acc_configs/gpu6.yaml
create mode 100644 lgm/acc_configs/gpu8.yaml
create mode 100644 lgm/core/__init__.py
create mode 100644 lgm/core/attention.py
create mode 100644 lgm/core/gs.py
create mode 100644 lgm/core/options.py
create mode 100644 lgm/core/provider_objaverse.py
create mode 100644 lgm/core/unet.py
create mode 100644 lgm/core/utils.py
create mode 100644 lgm/mvdream/mv_unet.py
create mode 100644 lgm/mvdream/pipeline_mvdream.py
diff --git a/README.md b/README.md
index dee4782..56386cd 100644
--- a/README.md
+++ b/README.md
@@ -12,26 +12,23 @@
### Note: this project is still a WIP and not been released into ComFyUI package database yet
## Currently support:
-- For use case please check [Example Workflows](./_Example_Workflows/). [**Last update: 04/02/2024**]
+- For use case please check [Example Workflows](./_Example_Workflows/). [**Last update: 09/02/2024**]
- **Note:** you need to put [Example Inputs Files & Folders](_Example_Workflows/_Example_Inputs_Files/) under ComfyUI Root Directory\ComfyUI\input folder before you can run the example workflow
+
+- **Large Multiview Gaussian Model**: [3DTopia/LGM](https://github.com/3DTopia/LGM)
+ - Enable single image to 3D Gaussian in less than 30 seconds on a RTX3080 GPU, later you can also convert 3D Gaussian to mesh
+
+
+
+- **Triplane Gaussian Transformers**: [VAST-AI-Research/TriplaneGaussian](https://github.com/VAST-AI-Research/TriplaneGaussian)
+ - Enable single image to 3D Gaussian in less than 10 seconds on a RTX3080 GPU, later you can also convert 3D Gaussian to mesh
+
+
+
- **Preview 3DGS and 3D Mesh**: 3D Visualization inside ComfyUI:
- Using [gsplat.js](https://github.com/huggingface/gsplat.js/tree/main) and [three.js](https://github.com/mrdoob/three.js/tree/dev) for 3DGS & 3D Mesh visualization respectively
- https://github.com/MrForExample/ComfyUI-3D-Pack/assets/62230687/9f3c56b1-afb3-4bf1-8845-ab1025a87463
-
-- **Triplane Gaussian Transformers**: [VAST-AI-Research/TriplaneGaussian](https://github.com/VAST-AI-Research/TriplaneGaussian)
- - Enable single image to 3D Gaussian, then you can use Deep Marching Tetrahedrons node to convert it to mesh
-
-
-
-
- 
- |
-
-
- |
-
-
+
- **Stack Orbit Camera Poses**: Automatically generate all range of camera pose combinations
- You can use it to conditioning the [StableZero123 (You need to Download the checkpoint first)](https://comfyanonymous.github.io/ComfyUI_examples/3d/), with full range of camera poses in one prompt pass
@@ -71,17 +68,20 @@
- Since different algorithms likely use different coordinate system, so the ability to re-mapping the axis of coordinate is crucial for passing generated result between differnt nodes.
## Roadmap:
-- [x] Add DMTet algorithm to allow convertion from points cloud(Gaussian/.ply) to mesh (.obj, .ply, .glb)
+- [x] Add DMTet algorithm to allow conversion from points cloud(Gaussian/.ply) to mesh (.obj, .ply, .glb)
-- [x] Integrate [Triplane Meets Gaussian Splatting: Fast and Generalizable Single-View 3D Reconstruction with Transformers](https://github.com/VAST-AI-Research/TriplaneGaussian)
+- [x] Integrate [Triplane Meets Gaussian Splatting: Fast and Generalizable Single-View 3D Reconstruction with Transformers](https://zouzx.github.io/TriplaneGaussian/)
- [x] Add interactive 3D UI inside ComfuUI to visulaize training and generated results for 3D representations
- [x] Add a new node to generate renderer image sequence given a 3D gaussians and orbit camera poses (So we can later feed it to the differentiable renderer to bake it onto a given mesh)
-- [ ] Add a general SDS/VSD Optimization algorithm to allow training 3D representations with diffusion model, *The real fun begins here* ;)
+- [x] Integrate [LGM: Large Multi-View Gaussian Model for High-Resolution 3D Content Creation](https://me.kiui.moe/lgm/)
-- [ ] Improve 3DGS to Mesh:
+- [ ] Add a general SDS/ISM Optimization algorithm to allow training 3D representations with diffusion model, *The real fun starts here* ;)
+ - Need to do some in-depth research on Interval Score Matching (ISM), since math behind it makes perfect sense and also there are so many ways we could improve upon the result obtained from [LucidDreamer](https://github.com/EnVision-Research/LucidDreamer)
+
+- [ ] Improve 3DGS to Mesh conversion algorithms:
- Support to training DMTet with images(RGB, Alpha, Normal Map)
- Find better methods to converts 3DGS or Points Cloud to Mesh (Normal maps reconstruction maybe?)
diff --git a/_Example_Workflows/Large_Multiview_Gaussian_Model_to_3DGS and_3DMesh.json b/_Example_Workflows/Large_Multiview_Gaussian_Model_to_3DGS and_3DMesh.json
new file mode 100644
index 0000000..27b84e1
--- /dev/null
+++ b/_Example_Workflows/Large_Multiview_Gaussian_Model_to_3DGS and_3DMesh.json
@@ -0,0 +1,627 @@
+{
+ "last_node_id": 16,
+ "last_link_id": 18,
+ "nodes": [
+ {
+ "id": 3,
+ "type": "[Comfy3D] MVDream Model",
+ "pos": [
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+ 460
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+ "size": {
+ "0": 405.5999755859375,
+ "1": 238
+ },
+ "flags": {},
+ "order": 5,
+ "mode": 0,
+ "inputs": [
+ {
+ "name": "mvdream_pipe",
+ "type": "DIFFUSERS_PIPE",
+ "link": 1
+ },
+ {
+ "name": "reference_image",
+ "type": "IMAGE",
+ "link": 2
+ },
+ {
+ "name": "reference_mask",
+ "type": "MASK",
+ "link": 5
+ }
+ ],
+ "outputs": [
+ {
+ "name": "multiview_images",
+ "type": "IMAGE",
+ "links": [
+ 6
+ ],
+ "shape": 3,
+ "slot_index": 0
+ }
+ ],
+ "properties": {
+ "Node name for S&R": "[Comfy3D] MVDream Model"
+ },
+ "widgets_values": [
+ "",
+ "ugly, blurry, pixelated obscure, unnatural colors, poor lighting, dull, unclear, cropped, lowres, low quality, artifacts, duplicate",
+ 5,
+ 30,
+ 0
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+ {
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+ "type": "LoadImage",
+ "pos": [
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+ 479
+ ],
+ "size": {
+ "0": 315,
+ "1": 314
+ },
+ "flags": {},
+ "order": 0,
+ "mode": 0,
+ "outputs": [
+ {
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+ "type": "IMAGE",
+ "links": [
+ 2
+ ],
+ "shape": 3,
+ "slot_index": 0
+ },
+ {
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+ "type": "MASK",
+ "links": [
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+ ],
+ "shape": 3,
+ "slot_index": 1
+ }
+ ],
+ "properties": {
+ "Node name for S&R": "LoadImage"
+ },
+ "widgets_values": [
+ "Cat_Coffee_rgba.png",
+ "image"
+ ]
+ },
+ {
+ "id": 5,
+ "type": "InvertMask",
+ "pos": [
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+ 689
+ ],
+ "size": {
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+ "1": 26
+ },
+ "flags": {},
+ "order": 3,
+ "mode": 0,
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+ "type": "MASK",
+ "link": 3
+ }
+ ],
+ "outputs": [
+ {
+ "name": "MASK",
+ "type": "MASK",
+ "links": [
+ 5
+ ],
+ "shape": 3,
+ "slot_index": 0
+ }
+ ],
+ "properties": {
+ "Node name for S&R": "InvertMask"
+ }
+ },
+ {
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+ "size": {
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+ "1": 83.33004760742188
+ },
+ "flags": {},
+ "order": 1,
+ "mode": 0,
+ "outputs": [
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+ "links": [
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+ 8
+ ],
+ "shape": 3,
+ "slot_index": 0
+ }
+ ],
+ "properties": {
+ "Node name for S&R": "[Comfy3D] Load Diffusers Pipeline"
+ },
+ "widgets_values": [
+ "MVDreamPipeline",
+ "ashawkey/imagedream-ipmv-diffusers"
+ ]
+ },
+ {
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+ "type": "[Comfy3D] Switch 3DGS Axis",
+ "pos": [
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+ 460
+ ],
+ "size": {
+ "0": 210,
+ "1": 106
+ },
+ "flags": {},
+ "order": 7,
+ "mode": 0,
+ "inputs": [
+ {
+ "name": "gs_ply",
+ "type": "GS_PLY",
+ "link": 12
+ }
+ ],
+ "outputs": [
+ {
+ "name": "switched_gs_ply",
+ "type": "GS_PLY",
+ "links": [
+ 13
+ ],
+ "shape": 3,
+ "slot_index": 0
+ }
+ ],
+ "properties": {
+ "Node name for S&R": "[Comfy3D] Switch 3DGS Axis"
+ },
+ "widgets_values": [
+ "+x",
+ "-y",
+ "-z"
+ ]
+ },
+ {
+ "id": 8,
+ "type": "Reroute",
+ "pos": [
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+ 319
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+ "size": [
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+ 26
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+ "flags": {},
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+ "properties": {
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+ "horizontal": false
+ }
+ },
+ {
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+ "size": {
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+ "1": 58
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+ "flags": {},
+ "order": 9,
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+ "shape": 3,
+ "slot_index": 0
+ }
+ ],
+ "properties": {
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+ },
+ "widgets_values": [
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+ ]
+ },
+ {
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+ "pos": [
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+ "widgets_values": [
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+ null
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+ },
+ {
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+ "pos": [
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+ "size": {
+ "0": 315,
+ "1": 82
+ },
+ "flags": {},
+ "order": 2,
+ "mode": 0,
+ "outputs": [
+ {
+ "name": "lgm_model",
+ "type": "LGM_MODEL",
+ "links": [
+ 7
+ ],
+ "shape": 3,
+ "slot_index": 0
+ }
+ ],
+ "properties": {
+ "Node name for S&R": "[Comfy3D] Load Large Multiview Gaussian Model"
+ },
+ "widgets_values": [
+ "model_fp16.safetensors",
+ "big"
+ ]
+ },
+ {
+ "id": 7,
+ "type": "[Comfy3D] Large Multiview Gaussian Model",
+ "pos": [
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+ ],
+ "size": {
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+ "1": 66
+ },
+ "flags": {},
+ "order": 6,
+ "mode": 0,
+ "inputs": [
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+ "link": 6
+ },
+ {
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+ "type": "LGM_MODEL",
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+ },
+ {
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+ "type": "DIFFUSERS_PIPE",
+ "link": 9
+ }
+ ],
+ "outputs": [
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+ "type": "GS_PLY",
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+ 18
+ ],
+ "shape": 3,
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+ }
+ ],
+ "properties": {
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+ "widgets_values": [
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+ ],
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+ },
+ "widgets_values": [
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+ },
+ {
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+ "links": [
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+ "shape": 3,
+ "slot_index": 0
+ }
+ ],
+ "properties": {
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\ No newline at end of file
diff --git a/_Example_Workflows/Triplane_Gaussian_Transformers_to_3DGS.json b/_Example_Workflows/Triplane_Gaussian_Transformers_to_3DGS(DMTet and DiffRast).json
similarity index 100%
rename from _Example_Workflows/Triplane_Gaussian_Transformers_to_3DGS.json
rename to _Example_Workflows/Triplane_Gaussian_Transformers_to_3DGS(DMTet and DiffRast).json
diff --git a/_Example_Workflows/Triplane_Gaussian_Transformers_to_3DGS_and_3DMesh.json b/_Example_Workflows/Triplane_Gaussian_Transformers_to_3DGS_and_3DMesh.json
new file mode 100644
index 0000000..506d65a
--- /dev/null
+++ b/_Example_Workflows/Triplane_Gaussian_Transformers_to_3DGS_and_3DMesh.json
@@ -0,0 +1,580 @@
+{
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+ "last_link_id": 52,
+ "nodes": [
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+ "pos": [
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+ "size": {
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+ "flags": {},
+ "order": 4,
+ "mode": 0,
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+ }
+ ],
+ "properties": {
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+ "title": "Camera Fovy",
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+ "widgets_values": [
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+ "widgets_values": [
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+ {
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+ "link": 15
+ },
+ {
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+ "link": 16
+ }
+ ],
+ "outputs": [
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+ ],
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