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 1,008 篇，第 11 / 21 页
- ICLR 2026Bridging Piano Transcription and Rendering via Disentangled Score Content and Style
- ICLR 2026cadrille: Multi-modal CAD Reconstruction with Reinforcement Learning
- ICLR 2026Characterizing and Optimizing the Spatial Kernel of Multi Resolution Hash Encodings
- ICLR 2026CHROMA: Consistent Harmonization of Multi-View Appearance via Bilateral Grid Prediction
- ICLR 2026CLAP: Unsupervised 3D Representation Learning for Fusion 3D Perception via Curvature Sampling and Prototype Learning
- ICLR 2026CLoD-GS: Continuous Level-of-Detail via 3D Gaussian Splatting
- ICLR 2026CloDS: Visual-Only Unsupervised Cloth Dynamics Learning in Unknown Conditions
- ICLR 2026CogniMap3D: Cognitive 3D Mapping and Rapid Retrieval
- ICLR 2026Color3D: Controllable and Consistent 3D Colorization with Personalized Colorizer
- ICLR 2026ComGS: Efficient 3D Object-Scene Composition via Surface Octahedral Probes
- ICLR 2026CompMarkGS: Robust Watermarking for Compressed 3D Gaussian Splatting
- ICLR 2026Condition Matters in Full-head 3D GANs
- ICLR 2026Contact-guided Real2Sim from Monocular Video with Planar Scene Primitives
- ICLR 2026CroCoDiLight: Repurposing Cross-View Completion Encoders for Relighting
- ICLR 2026CryoSplat: Gaussian Splatting for Cryo-EM Homogeneous Reconstruction
- ICLR 2026CTRL&SHIFT: High-quality Geometry-Aware Object Manipulation in Visual Generation
- ICLR 2026Cutting the Skip: Training Residual-Free Transformers
- ICLR 2026CylinderSplat: 3D Gaussian Splatting with Cylindrical Triplanes for Panoramic Novel View Synthesis
- ICLR 2026D-REX: Differentiable Real-to-Sim-to-Real Engine for Learning Dexterous Grasping
- ICLR 2026D$^2$GS: Depth-and-Density Guided Gaussian Splatting for Stable and Accurate Sparse-View Reconstruction
- ICLR 2026Dens3R: A Foundation Model for 3D Geometry Prediction
- ICLR 2026Densemarks: Learning Canonical Embeddings for Human Heads Images via Point Tracks
- ICLR 2026DiffPBR: Point-Based Rendering via Spatial-Aware Residual Diffusion
- ICLR 2026DiffTrans: Differentiable Geometry-Materials Decomposition for Reconstructing Transparent Objects
- ICLR 2026DiffWind: Physics-Informed Differentiable Modeling of Wind-Driven Object Dynamics
- ICLR 2026DiMeR: Disentangled Mesh Reconstruction Model with Normal-only Geometry Training
- ICLR 2026DispViT: Direct Stereo Disparity Regression with a Single-Stream Vision Transformer
- ICLR 2026Distractor-free Generalizable 3D Gaussian Splatting
- ICLR 2026DriveMamba: Task-Centric Scalable State Space Model for Efficient End-to-End Autonomous Driving
- ICLR 2026Dynamic Novel View Synthesis in High Dynamic Range
- ICLR 2026Dynamic Texture Modeling of 3D Clothed Gaussian Avatars from a Single Video
- ICLR 2026EA3D: Event-Augmented 3D Diffusion for Generalizable Novel View Synthesis
- ICLR 2026EasyCreator: Empowering 4D Creation through Video Inpainting
- ICLR 2026Efficient-LVSM: Faster, Cheaper, and Better Large View Synthesis Model via Decoupled Co-Refinement Attention
- ICLR 2026EgoHandICL: Egocentric 3D Hand Reconstruction with In-Context Learning
- ICLR 2026EgoWorld: Translating Exocentric View to Egocentric View using Rich Exocentric Observations
- ICLR 2026EquAct: An SE(3)-Equivariant Multi-Task Transformer for 3D Robotic Manipulation
- ICLR 2026ETGS: Explicit Thermodynamics Gaussian Splatting for Dynamic Thermal Reconstruction
- ICLR 2026Exploring the Potential of Encoder-free Architectures in 3D LMMs
- ICLR 2026Fast Estimation of Wasserstein Distances via Regression on Sliced Wasserstein Distances
- ICLR 2026FastAvatar: Towards Unified and Fast 3D Avatar Reconstruction with Large Gaussian Reconstruction Transformers
- ICLR 2026FastVGGT: Fast Visual Geometry Transformer
- ICLR 2026Feature segregation by signed weights in artificial vision systems and biological models
- ICLR 2026Features Emerge as Discrete States: The First Application of SAEs to 3D Representations
- ICLR 2026FieryGS: In-the-Wild Fire Synthesis with Physics-Integrated Gaussian Splatting
- ICLR 2026Flash-Mono: Feed-Forward Accelerated Gaussian Splatting Monocular SLAM
- ICLR 2026FlashWorld: High-quality 3D Scene Generation within Seconds
- ICLR 2026Fracture-GS: Dynamic Fracture Simulation with Physics-Integrated Gaussian Splatting
- ICLR 2026Frequency-aware Dynamic Gaussian Splatting
- ICLR 2026From Cheap Geometry to Expensive Physics: Elevating Neural Operators via Latent Shape Pretraining
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。