Fast Training of Diffusion Transformer with Extreme Masking for 3D Point Clouds Generation

Keyphrases

• Transformer 100%
• Fast Training 100%
• Point Cloud Generation 100%
• Training Costs 66%
• Voxelized Point Cloud 66%
• 3D Point Cloud Generation 66%
• Point Cloud 33%
• 3D Point Cloud 33%
• High-resolution 33%
• Art Performance 33%
• Accuracy Metrics 33%
• Inherent Redundancy 33%
• Voxel-based 33%
• 3D Voxels 33%
• ShapeNet 33%
• Coverage Metrics 33%
• Mixture-of-experts 33%
• Diffusion Model 33%
• Generation Performance 33%
• Denoising Process 33%
• Diffusion Path 33%
• Multicategory 33%
• 1-nearest Neighbor 33%
• Masking Strategy 33%
• Masked Autoencoder 33%
• 3D Generation 33%
• 3D Diffusion Model 33%
• Foreground Information 33%
• Attention Operator 33%
• Gradient Conflict 33%

Engineering

• Point Cloud 100%
• Experimental Result 14%
• Metrics 14%
• Autoencoder 14%
• Diffusion Model 14%
• Diffusion Path 14%
• High Resolution 14%
• Nearest Neighbor 14%

Computer Science

• Point Cloud 100%
• Autoencoder 14%
• de-noising 14%
• Art Performance 14%
• Experimental Result 14%
• Diffusion Model 14%