SOTAVerified

Point Cloud Generation

Papers

Showing 2650 of 117 papers

TitleStatusHype
Generative AI Empowered LiDAR Point Cloud Generation with Multimodal Transformer0
A Hybrid Generative and Discriminative PointNet on Unordered Point Sets0
Taming Transformers for Realistic Lidar Point Cloud GenerationCode1
NeRF2Points: Large-Scale Point Cloud Generation From Street Views' Radiance Field Optimization0
LidarDM: Generative LiDAR Simulation in a Generated WorldCode2
Enhancing Diffusion-based Point Cloud Generation with Smoothness Constraint0
Exploiting Topological Priors for Boosting Point Cloud Generation0
RangeLDM: Fast Realistic LiDAR Point Cloud GenerationCode1
A Lennard-Jones Layer for Distribution Normalization0
General Point Model Pretraining with Autoencoding and AutoregressiveCode0
TIGER: Time-Varying Denoising Model for 3D Point Cloud Generation with Diffusion ProcessCode1
Unveiling Spaces: Architecturally meaningful semantic descriptions from images of interior spaces0
Point Cloud Part Editing: Segmentation, Generation, Assembly, and SelectionCode1
Fast Training of Diffusion Transformer with Extreme Masking for 3D Point Clouds Generation0
UNeR3D: Versatile and Scalable 3D RGB Point Cloud Generation from 2D Images in Unsupervised ReconstructionCode0
WonderJourney: Going from Anywhere to Everywhere0
FrePolad: Frequency-Rectified Point Latent Diffusion for Point Cloud Generation0
General Point Model with Autoencoding and Autoregressive0
Improving Neural Radiance Field using Near-Surface Sampling with Point Cloud Generation0
LiDAR Data Synthesis with Denoising Diffusion Probabilistic ModelsCode1
Semantics-aware LiDAR-Only Pseudo Point Cloud Generation for 3D Object Detection0
Select-and-Combine (SAC): A Novel Multi-Stereo Depth Fusion Algorithm for Point Cloud Generation via Efficient Local Markov Netlets0
Sketch and Text Guided Diffusion Model for Colored Point Cloud Generation0
Echoes Beyond Points: Unleashing the Power of Raw Radar Data in Multi-modality FusionCode1
Patch-Wise Point Cloud Generation: A Divide-and-Conquer ApproachCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1PointFlow1-NNA-CD75.68Unverified
2SetVAE1-NNA-CD75.31Unverified
3SoftPointFlow1-NNA-CD70.92Unverified
4DiT-3D1-NNA-CD62.35Unverified
5LION1-NNA-CD53.47Unverified
#ModelMetricClaimedVerifiedStatus
1SoftPointFlow1-NNA-CD62.63Unverified
2PointFlow1-NNA-CD60.65Unverified
3SetVAE1-NNA-CD59.66Unverified
4LION1-NNA-CD54.81Unverified
5DiT-3D1-NNA-CD51.04Unverified
#ModelMetricClaimedVerifiedStatus
1PointFlow1-NNA-CD60.88Unverified
2SoftPointFlow1-NNA-CD59.95Unverified
3SetVAE1-NNA-CD58.76Unverified
4LION1-NNA-CD52.07Unverified
5DiT-3D1-NNA-CD51.99Unverified
#ModelMetricClaimedVerifiedStatus
1LION1-NNA-CD51.85Unverified
2DiT-3DCD50.72Unverified