三维视觉论文趋势 2023–2026

主要结论

• 三维视觉论文从 2023 年的 563 篇增长到 2026 年的 1,010 篇，三年间扩大到约 1.8 倍。
• CVPR 是发三维视觉论文最多的会议，2023–2026 年共 1,641 篇，占四个会议总量的 51%。
• 交叉方向里涨得最快的是高斯过程：同时属于两个主题的论文从 2023 年的 0 篇增至 2026 年的 158 篇。
• 在「计算机视觉」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的视频理解是 2.6 倍，三维视觉是 1.8 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026$\alpha$Depth: Learning Single-Pass Soft Boundary Decomposition for Stereo Conversion
• ICML 20263D MeanFlow: One-Step Point Cloud Completion and Generation via Average-Velocity Transport
• ICLR 2026$\pi^3$: Permutation-Equivariant Visual Geometry Learning
• CVPR 20262D-LFM Lifting Foundation Model without 3D Supervision
• NeurIPS 20251000+ FPS 4D Gaussian Splatting for Dynamic Scene Rendering
• ICML 20253D-LMVIC: Learning-based Multi-View Image Compression with 3D Gaussian Geometric Priors
• ICLR 20253D StreetUnveiler with Semantic-aware 2DGS - a simple baseline
• CVPR 20253D Convex Splatting: Radiance Field Rendering with 3D Smooth Convexes
• NeurIPS 20243D Gaussian Rendering Can Be Sparser: Efficient Rendering via Learned Fragment Pruning
• ICML 20243D Geometric Shape Assembly via Efficient Point Cloud Matching
• ICLR 20243D Feature Prediction for Masked-AutoEncoder-Based Point Cloud Pretraining
• CVPR 2024DaReNeRF: Direction-aware Representation for Dynamic Scenes
• NeurIPS 2023[Re] Masked Autoencoders Are Small Scale Vision Learners: A Reproduction Under Resource Constraints
• ICML 2023Efficient Graph Field Integrators Meet Point Clouds
• ICLR 2023$\mathrm{SE}(3)$-Equivariant Attention Networks for Shape Reconstruction in Function Space
• CVPR 20233D Cinemagraphy From a Single Image
• NeurIPS 2026$R^3$: 3D Reconstruction via Relative Regression
• ICML 20263DGS-HPC: Distractor-free 3D Gaussian Splatting with Hybrid Patch-wise Classification
• ICLR 20263DGEER: 3D Gaussian Rendering Made Exact and Efficient for Generic Cameras
• CVPR 20263D Gaussian Splatting at Arbitrary Resolutions with Compact Proxy Anchors

全部三维视觉论文

共 117 篇，第 1 / 3 页

1. ICML 20263D MeanFlow: One-Step Point Cloud Completion and Generation via Average-Velocity Transport
2. ICML 20263D Scene Assertion Verification
3. ICML 20263DGS-HPC: Distractor-free 3D Gaussian Splatting with Hybrid Patch-wise Classification
4. ICML 20263DGS$^2$-TR: A Scalable Second-Order Trust-Region Method for 3D Gaussian Splatting
5. ICML 20264DPC$^2$hat: Towards Dynamic Point Cloud Understanding with Failure-Aware Bootstrapping
6. ICML 20264RC: 4D Reconstruction via Conditional Querying Anytime and Anywhere
7. ICML 2026A Robust Optimization Guided Pruning Framework for Vision and Large Language Models
8. ICML 2026AdLift: Lifting Adversarial Perturbations to Safeguard 3D Gaussian Splatting Assets Against Instruction-Driven Editing
9. ICML 2026Affine-Equivariant Kernel Space Encoding for NeRF Editing
10. ICML 2026Any3D-VLA: Enhancing VLA Robustness via Diverse Point Clouds
11. ICML 2026ArcVQ-VAE: A Spherical Vector Quantization Framework with ArcCosine Additive Margin
12. ICML 2026AvAtar: Learning to Align via Active Optimal Transport
13. ICML 2026Beyond Heuristics: Learnable Density Control for 3D Gaussian Splatting
14. ICML 2026Compass-RoPE: Isotropic Rotary Position Embeddings for Vision Transformers
15. ICML 2026Compositional Generalization Requires Linear, Orthogonal Representations in Vision Embedding Models
16. ICML 2026Continuous Viewpoint Adaptation for Single View 3D Object Reconstruction
17. ICML 2026Counterfactual Occlusion-Aware Learning via Visibility Intervention for LiDAR Anomaly Detection
18. ICML 2026CoverPruneGS: Coverage-Preserving Structured Pruning for Hierarchical 3D Gaussian Splatting from Sparse-View Monocular Videos
19. ICML 2026Creat3r: Confidence Reaggregation for Exploration-aware Active 3D Reconstruction
20. ICML 2026De4D-SLAM: Gradient-Isolated Static-Dynamic Decoupling for Monocular SLAM in Dynamic Environments
21. ICML 2026DiffCrossGait: Trajectory-Level Alignment for 2D-3D Cross-Modal Gait Recognition via Latent Diffusion
22. ICML 2026DSGCR: Decomposed Spectral Geometry-Aware Cross-Modal Semantic Representation for 3D Visual Grounding
23. ICML 2026DynaTok: Token-Based 4D Reconstruction from Partial Point Clouds
24. ICML 2026Elastic Diffusion Transformer
25. ICML 2026EnerGS: Energy-Based Gaussian Splatting under Partial Geometric Priors
26. ICML 2026EPiC: Efficient Video Camera Control Learning with Precise Anchor-Video Guidance
27. ICML 2026Equivariant Latent Alignment via Flow Matching under Group Symmetries
28. ICML 2026Equivariant Neural Networks for General Linear Symmetries on Lie Algebras
29. ICML 2026Expo-GS: Exposure-Aware Signed Distance Function in Gaussian Splatting for High Dynamic Range
30. ICML 2026Fast-SAM3D: 3Dfy Anything in Images but Faster
31. ICML 2026FlashSinkhorn: IO-Aware Entropic Optimal Transport on GPU
32. ICML 2026FlowCloud: Learning Continuous Spatiotemporal Dynamics from Unpaired Sparse Point Cloud Snapshots
33. ICML 2026Focusing: View-Consistent Sparse Voxels for Efficient 3D VAE Training
34. ICML 2026Fourier Features Let Agents Learn High Precision Policies with Imitation Learning
35. ICML 2026From Coarse to Fine: Deep Prototype Refinement Network for Few-Shot Point Cloud Semantic Segmentation
36. ICML 2026FS-I2P: A Hierarchical Focus–Sweep Registration Network with Dynamically Allocated Depth
37. ICML 2026Future Dynamic 3D Reconstruction: A 3D World Model with Disentangled Ego-Motion
38. ICML 2026G$^2$TAM: Geometry Grounded Track Anything Model
39. ICML 2026GADA: Geometry-Aware Deformable Aggregation for Image-Based Gaussian Splatting
40. ICML 2026GAE: Unleashing Physical Potential of VLM with Generalizable Action Expert
41. ICML 2026GaussTrace: Provenance Analysis of 3D Gaussian Splatting Models with Evidence-based LLM Reasoning
42. ICML 2026Geometric Collapse: When Vision Models Fail to Verify Physical Causality
43. ICML 2026GeoMoLa: Geometry-Aware Motion Latents for Learning Robust Manipulation Policies
44. ICML 2026GHOST: Geometry-Guided Hallucination of Opaque Surface Textures
45. ICML 2026Glimpse: Geometry Learning of Multi-scale Structural Priors for 3D Pose Estimation
46. ICML 2026Global Geometry Is Not Enough for Vision Representations
47. ICML 2026GO-PRE: Goal-Oriented Next-Best-View Selection via Predictive Rendering Entropy for Active 3D Reconstruction
48. ICML 2026GSFixer: Improving 3D Gaussian Splatting with Reference-Guided Video Diffusion Priors
49. ICML 2026Holi-Spatial: Evolving Video Streams into Holistic 3D Spatial Intelligence
50. ICML 2026Improving Explicit Dynamic Gaussian Splatting Optimization via Update Mixture

常见问题

2023–2026 年四大会议一共有多少篇三维视觉论文？

共 3,226 篇，按年份分别是 2023 年 563 篇、2024 年 751 篇、2025 年 902 篇、2026 年 1,010 篇。

NeurIPS 2026 有多少篇三维视觉论文？

NeurIPS 2026 有 211 篇三维视觉论文，上一届是 254 篇。

ICLR 2026 有多少篇三维视觉论文？

ICLR 2026 有 197 篇三维视觉论文，上一届是 162 篇。

ICML 2026 有多少篇三维视觉论文？

ICML 2026 有 117 篇三维视觉论文，上一届是 52 篇。

CVPR 2026 有多少篇三维视觉论文？

CVPR 2026 有 485 篇三维视觉论文，上一届是 434 篇。

哪个会议的三维视觉论文最多？

CVPR，2023–2026 年共 1,641 篇。