三维视觉论文趋势 2023–2026
三维重建与神经渲染
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 3,226 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 152 | 56 | 22 | 333 | 563 |
| 2024 | 222 | 96 | 44 | 389 | 751 |
| 2025 | 254 | 162 | 52 | 434 | 902 |
| 2026 | 211 | 197 | 117 | 485 | 1,010 |
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 1,639 篇，第 33 / 33 页
- CVPR 2023SUDS: Scalable Urban Dynamic Scenes
- CVPR 2023SunStage: Portrait Reconstruction and Relighting Using the Sun as a Light Stage
- CVPR 2023SurfelNeRF: Neural Surfel Radiance Fields for Online Photorealistic Reconstruction of Indoor Scenes
- CVPR 2023Symmetric Shape-Preserving Autoencoder for Unsupervised Real Scene Point Cloud Completion
- CVPR 2023TBP-Former: Learning Temporal Bird's-Eye-View Pyramid for Joint Perception and Prediction in Vision-Centric Autonomous Driving
- CVPR 2023Teaching Matters: Investigating the Role of Supervision in Vision Transformers
- CVPR 2023Teaching Structured Vision & Language Concepts to Vision & Language Models
- CVPR 2023Temporally Consistent Online Depth Estimation Using Point-Based Fusion
- CVPR 2023TensoIR: Tensorial Inverse Rendering
- CVPR 2023Tensor4D: Efficient Neural 4D Decomposition for High-Fidelity Dynamic Reconstruction and Rendering
- CVPR 2023TMO: Textured Mesh Acquisition of Objects With a Mobile Device by Using Differentiable Rendering
- CVPR 2023ToThePoint: Efficient Contrastive Learning of 3D Point Clouds via Recycling
- CVPR 2023Towards Unbiased Volume Rendering of Neural Implicit Surfaces With Geometry Priors
- CVPR 2023Trade-Off Between Robustness and Accuracy of Vision Transformers
- CVPR 2023Transferable Adversarial Attacks on Vision Transformers With Token Gradient Regularization
- CVPR 2023Transforming Radiance Field With Lipschitz Network for Photorealistic 3D Scene Stylization
- CVPR 2023TriVol: Point Cloud Rendering via Triple Volumes
- CVPR 2023TrojViT: Trojan Insertion in Vision Transformers
- CVPR 2023Understanding the Robustness of 3D Object Detection With Bird's-Eye-View Representations in Autonomous Driving
- CVPR 2023UniDexGrasp: Universal Robotic Dexterous Grasping via Learning Diverse Proposal Generation and Goal-Conditioned Policy
- CVPR 2023Unified Keypoint-Based Action Recognition Framework via Structured Keypoint Pooling
- CVPR 2023Unifying Vision, Text, and Layout for Universal Document Processing
- CVPR 2023Unsupervised 3D Point Cloud Representation Learning by Triangle Constrained Contrast for Autonomous Driving
- CVPR 2023Unsupervised Continual Semantic Adaptation Through Neural Rendering
- CVPR 2023Unsupervised Deep Probabilistic Approach for Partial Point Cloud Registration
- CVPR 2023Unsupervised Volumetric Animation
- CVPR 2023VDN-NeRF: Resolving Shape-Radiance Ambiguity via View-Dependence Normalization
- CVPR 2023ViewNet: A Novel Projection-Based Backbone With View Pooling for Few-Shot Point Cloud Classification
- CVPR 2023Vision Transformer With Super Token Sampling
- CVPR 2023Vision Transformers Are Good Mask Auto-Labelers
- CVPR 2023Visual Atoms: Pre-Training Vision Transformers With Sinusoidal Waves
- CVPR 2023VL-SAT: Visual-Linguistic Semantics Assisted Training for 3D Semantic Scene Graph Prediction in Point Cloud
- CVPR 2023VolRecon: Volume Rendering of Signed Ray Distance Functions for Generalizable Multi-View Reconstruction
- CVPR 2023Weakly Supervised Monocular 3D Object Detection Using Multi-View Projection and Direction Consistency
- CVPR 2023What You Can Reconstruct From a Shadow
- CVPR 2023WildLight: In-the-Wild Inverse Rendering With a Flashlight
- CVPR 2023WIRE: Wavelet Implicit Neural Representations
- CVPR 2023You Are Catching My Attention: Are Vision Transformers Bad Learners Under Backdoor Attacks?
- CVPR 2023You Need Multiple Exiting: Dynamic Early Exiting for Accelerating Unified Vision Language Model
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查三维视觉在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "3d-vision"}
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。