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 3,224 篇，第 13 / 65 页
- ICLR 2026Part-X-MLLM: Part-aware 3D Multimodal Large Language Model
- ICLR 2026Path Matters: Unveiling Geometric Implicit Bias via Curvature-Aware Sparse View Optimization
- ICLR 2026PD$^{2}$GS: Part-Level Decoupling and Continuous Deformation of Articulated Objects via Gaussian Splatting
- ICLR 2026PEERING INTO THE UNKNOWN: ACTIVE VIEW SELECTION WITH NEURAL UNCERTAINTY MAPS FOR 3D RECONSTRUCTION
- ICLR 2026Physically-Guided Optical Inversion Enable Non-Contact Side-Channel Attack on Isolated Screens
- ICLR 2026Pixel to Gaussian: Ultra-Fast Continuous Super-Resolution with 2D Gaussian Modeling
- ICLR 2026Pixel3DMM: Versatile Screen-Space Priors for Single-Image 3D Face Reconstruction
- ICLR 2026Point-Focused Attention Meets Context-Scan State Space: Robust Biological Visual Perception for Point Cloud Representation
- ICLR 2026Point-MoE: Large-Scale Multi-Dataset Training with Mixture-of-Experts for 3D Semantic Segmentation
- ICLR 2026Point-UQ: An Uncertainty-Quantification Paradigm for Point Cloud Few-Shot Class Incremental Learning
- ICLR 2026PointRePar : SpatioTemporal Point Relation Parsing for Robust Category-Unified 3D Tracking
- ICLR 2026PTNET: A PROPOSAL-CENTRIC TRANSFORMER NET- WORK FOR 3D OBJECT DETECTION
- ICLR 2026pySpatial: Generating 3D Visual Programs for Zero-Shot Spatial Reasoning
- ICLR 2026Quantized Visual Geometry Grounded Transformer
- ICLR 2026Quartet of Diffusions: Structure-Aware Point Cloud Generation through Part and Symmetry Guidance
- ICLR 2026Radiometrically Consistent Gaussian Surfels for Inverse Rendering
- ICLR 2026RayI2P: Learning Rays for Image-to-Point Cloud Registration
- ICLR 2026ReconViaGen: Towards Accurate Multi-view 3D Object Reconstruction via Generation
- ICLR 2026ReLi3D: Relightable Multi-view 3D Reconstruction with Disentangled Illumination
- ICLR 2026Reliable Evaluation of MRI Motion Correction: Dataset and Insights
- ICLR 2026ReSplat: Degradation-agnostic Feed-forward Gaussian Splatting via Self-guided Residual Diffusion
- ICLR 2026Revisiting [CLS] and Patch Token Interaction in Vision Transformers
- ICLR 2026RoRE: Rotary Ray Embedding for Generalised Multi-Modal Scene Understanding
- ICLR 2026S2GO: Streaming Sparse Gaussian Occupancy
- ICLR 2026Scaling Sequence-to-Sequence Generative Neural Rendering
- ICLR 2026Scenethesis: A Language and Vision Agentic Framework for 3D Scene Generation
- ICLR 2026Sharp Monocular View Synthesis in Less Than a Second
- ICLR 2026Signal Structure-Aware Gaussian Splatting for Large-Scale Scene Reconstruction
- ICLR 2026SimULi: Real-Time LiDAR and Camera Simulation with Unscented Transforms
- ICLR 2026SiNGER: A Clearer Voice Distills Vision Transformers Further
- ICLR 2026SkyEvents: A Large-Scale Event-enhanced UAV Dataset for Robust 3D Scene Reconstruction
- ICLR 2026Soft Equivariance Regularization for Invariant Self-Supervised Learning
- ICLR 2026SpaCE-10: A Comprehensive Benchmark for Multimodal Large Language Models in Compositional Spatial Intelligence
- ICLR 2026SpaceControl: Introducing Test-Time Spatial Control to 3D Generative Modeling
- ICLR 2026Sparkle: A Robust and Versatile Representation for Point Cloud-based Human Motion Capture
- ICLR 2026SpikeGen: Decoupled “Rods and Cones” Visual Representation Processing with Latent Generative Framework
- ICLR 2026Spiking Discrepancy Transformer for Point Cloud Analysis
- ICLR 2026Splat and Distill: Augmenting Teachers with Feed-Forward 3D Reconstruction For 3D-Aware Distillation
- ICLR 2026Splat Regression Models
- ICLR 2026Splat the Net: Radiance Fields with Splattable Neural Primitives
- ICLR 2026SSD-GS: Scattering and Shadow Decomposition for Relightable 3D Gaussian Splatting
- ICLR 2026station2radar: query‑conditioned gaussian splatting for precipitation field
- ICLR 2026STream3R: Scalable Sequential 3D Reconstruction with Causal Transformer
- ICLR 2026Streaming Visual Geometry Transformer
- ICLR 2026StreamSplat: Towards Online Dynamic 3D Reconstruction from Uncalibrated Video Streams
- ICLR 2026Stylos: Multi-View 3D Stylization with Single-Forward Gaussian Splatting
- ICLR 2026SurfSplat: Conquering Feedforward 2D Gaussian Splatting with Surface Continuity Priors
- ICLR 2026Test-Time Optimization of 3D Point Cloud LLM via Manifold-Aware In-Context Guidance and Refinement
- ICLR 2026Text-to-3D by Stitching a Multi-view Reconstruction Network to a Video Generator
- ICLR 2026The Less You Depend, The More You Learn: Synthesizing Novel Views from Sparse, Unposed Images without Any 3D Knowledge
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。