Refactor generate3d function in inference.py to improve mesh export process. Introduced temporary file handling for OBJ, MTL, and PNG outputs, ensuring proper texture mapping. Enhanced code readability by restructuring renderer initialization and file writing logic.
Refactor device handling in generate3d function to use CPU instead of CUDA for mesh processing, ensuring compatibility with non-GPU environments. This change improves flexibility in data handling and maintains the integrity of the mesh generation process.
Refactor generate3d function in inference.py to enhance 3D mesh generation. Introduced new image processing steps for color and XYZ data, improved triplane feature extraction, and updated mesh export logic to utilize temporary file handling. This streamlines the rendering process and maintains compatibility with GPU devices.
Enhance generate3d function to initialize nvdiffrast context for mesh export, improving rendering capabilities. Updated export call to include rendering context and adjusted parameters for UVs and texture image, ensuring better integration with the model.
Update generate3d function to use a data dictionary for mesh export, improving compatibility with CRM model. Adjusted export call to include output directory and device parameters, while maintaining the conversion from .obj to .glb format.
Fix parameter naming in generate3d function for clarity and consistency. Updated rgb and xyz parameters to rgb_image and xyz_image respectively in the mesh export call.
Refactor 3D mesh generation in inference.py to streamline the process. Introduced ensure_dir function for output directory management, updated generate3d function to accept model and image inputs, and improved mesh export and conversion to GLB format. This enhances code clarity and maintains compatibility with Gradio display.
Refactor background removal process in app.py to utilize rembg library, enhancing performance and simplifying the code. Update device handling to allow dynamic selection between CPU and CUDA, improving compatibility across different hardware configurations. Modify output format from OBJ to GLB for better integration with Gradio display.
Refactor texture baking in vertex_color_to_uv_textured_glb function to use a hybrid approach for barycentric calculations. This change enhances accuracy while maintaining performance, replacing vectorized operations with a loop-based method for improved precision in texture generation.
Refactor texture baking in vertex_color_to_uv_textured_glb function to use vectorized operations. This change improves performance by precomputing face data and applying vectorized barycentric tests, enhancing the efficiency of texture generation.
Refactor device handling across multiple modules to enforce CUDA usage explicitly. This change ensures consistent device allocation for model operations, enhancing performance on systems with GPU support while maintaining compatibility.
Update device handling across multiple modules to support automatic selection of CUDA or CPU based on availability. This change enhances compatibility and performance on systems with or without GPU support, ensuring consistent behavior in model loading and data processing.
Change device setting for mesh data in generate3d function to CPU for consistency with recent updates, ensuring compatibility across systems without GPU support.
Add debug texture saving in vertex_color_to_uv_textured_glb function in inference.py. This enhancement allows for easier troubleshooting by saving the generated texture as "debug_texture.png" after exporting the GLB file.
Refactor app.py and inference.py to streamline image generation and mesh export processes. Removed unnecessary CPU transfers and temporary file handling, directly returning generated GLB paths. Updated mesh export in CRM model to support vertex colors and improved overall efficiency in texture mapping.
Refactor texture baking logic in generate3d function of inference.py to utilize per-vertex colors for improved texture quality. Updated the method for filling the texture image to enhance the visual output in mesh exports.
Ensure tensors are on CPU in generate3d function of inference.py for consistent processing. Updated points_tensor and triplane_feature2 to prevent device-related issues during inference.
Refactor generate3d function in inference.py to implement CPU-only UV unwrapping using xatlas and trimesh for improved texture mapping. Updated texture baking logic to utilize the model's decoder and rgbMlp, enhancing the quality of generated textures in mesh exports.
Refactor generate3d function in inference.py to implement CCM-based UV assignment for improved texture mapping. Updated color map preparation and vertex projection to enhance mesh quality in exports, ensuring compatibility with various input formats.
Enhance texture baking logic in generate3d function of inference.py by integrating OpenCV for color map processing. Updated albedo generation to support photorealistic textures and ensure proper format handling, improving overall texture quality in mesh exports.
Refactor generate3d function in inference.py to integrate xatlas for UV parameterization and improve texture baking logic. Updated mesh export process to create GLB files directly from the generated mesh, enhancing overall functionality and maintainability.
Refactor generate3d function in inference.py to enhance mesh processing and export logic. Streamlined image tensor handling, improved denoising integration, and updated mesh export to include UV mapping. Ensured proper handling of temporary files for OBJ and GLB formats, enhancing overall readability and maintainability.
Refactor generate3d function in inference.py to streamline noise addition and improve mesh processing. Enhanced color generation for vertices and updated GLB export logic, ensuring efficient handling of mesh data and improved readability.
Refactor generate3d function in inference.py to improve mesh export process. Updated OBJ and texture file checks, streamlined GLB conversion with embedded texture handling, and enhanced error handling for missing files. This change ensures proper export of textured GLB files.
Refactor generate3d function in inference.py to improve readability and maintainability. Enhanced RGB and coordinate conversion, streamlined noise addition for denoising, and updated mesh export process to utilize trimesh for GLB format, ensuring proper handling of UV textures.
Update return value in generate3d function to use .glb extension for mesh export, ensuring consistency with recent changes in file handling and format compatibility.
Refactor gen_image function in app.py to return base64 encoded GLB data instead of a file path. Update mesh export in inference.py to return .obj file extension. Modify Mesh class to streamline GLB export and enhance texture handling, ensuring proper integration of vertex attributes.
Update mesh export in inference.py to use .glb suffix for temporary files and return the correct path without appending .obj. This improves file handling consistency.
Refactor mesh export process in inference.py to directly save as GLB format, removing intermediate OBJ conversion steps. Update return value to reflect new output format.
Refactor generate3d function in inference.py to enhance readability by removing unnecessary blank lines. Update requirements.txt to specify versions for gradio and huggingface-hub for better dependency management.
Refactor generate3d function in inference.py to improve readability by removing unnecessary blank lines. Update requirements.txt to remove gradio and numpy versions for cleaner dependency management.
