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 55 / 65 页
- CVPR 2023CompletionFormer: Depth Completion With Convolutions and Vision Transformers
- CVPR 2023Connecting the Dots: Floorplan Reconstruction Using Two-Level Queries
- CVPR 2023Consistent View Synthesis With Pose-Guided Diffusion Models
- CVPR 2023ContraNeRF: Generalizable Neural Radiance Fields for Synthetic-to-Real Novel View Synthesis via Contrastive Learning
- CVPR 2023CP3: Channel Pruning Plug-In for Point-Based Networks
- CVPR 2023Cross-Guided Optimization of Radiance Fields With Multi-View Image Super-Resolution for High-Resolution Novel View Synthesis
- CVPR 2023CXTrack: Improving 3D Point Cloud Tracking With Contextual Information
- CVPR 2023DATID-3D: Diversity-Preserved Domain Adaptation Using Text-to-Image Diffusion for 3D Generative Model
- CVPR 2023DBARF: Deep Bundle-Adjusting Generalizable Neural Radiance Fields
- CVPR 2023DeCo: Decomposition and Reconstruction for Compositional Temporal Grounding via Coarse-To-Fine Contrastive Ranking
- CVPR 2023Deep Graph-Based Spatial Consistency for Robust Non-Rigid Point Cloud Registration
- CVPR 2023Deep Polarization Reconstruction With PDAVIS Events
- CVPR 2023DeepMapping2: Self-Supervised Large-Scale LiDAR Map Optimization
- CVPR 2023DegAE: A New Pretraining Paradigm for Low-Level Vision
- CVPR 2023DepGraph: Towards Any Structural Pruning
- CVPR 2023Depth Estimation From Camera Image and mmWave Radar Point Cloud
- CVPR 2023DexArt: Benchmarking Generalizable Dexterous Manipulation With Articulated Objects
- CVPR 2023DiffRF: Rendering-Guided 3D Radiance Field Diffusion
- CVPR 2023DiffusioNeRF: Regularizing Neural Radiance Fields With Denoising Diffusion Models
- CVPR 2023DINER: Depth-Aware Image-Based NEural Radiance Fields
- CVPR 2023Dionysus: Recovering Scene Structures by Dividing Into Semantic Pieces
- CVPR 2023DP-NeRF: Deblurred Neural Radiance Field With Physical Scene Priors
- CVPR 2023DropKey for Vision Transformer
- CVPR 2023E2PN: Efficient SE(3)-Equivariant Point Network
- CVPR 2023EDA: Explicit Text-Decoupling and Dense Alignment for 3D Visual Grounding
- CVPR 2023Edges to Shapes to Concepts: Adversarial Augmentation for Robust Vision
- CVPR 2023EditableNeRF: Editing Topologically Varying Neural Radiance Fields by Key Points
- CVPR 2023Efficient Hierarchical Entropy Model for Learned Point Cloud Compression
- CVPR 2023Efficient Second-Order Plane Adjustment
- CVPR 2023EfficientViT: Memory Efficient Vision Transformer With Cascaded Group Attention
- CVPR 2023Enhanced Stable View Synthesis
- CVPR 2023ESLAM: Efficient Dense SLAM System Based on Hybrid Representation of Signed Distance Fields
- CVPR 2023EventNeRF: Neural Radiance Fields From a Single Colour Event Camera
- CVPR 2023Exact-NeRF: An Exploration of a Precise Volumetric Parameterization for Neural Radiance Fields
- CVPR 2023Exploring the Effect of Primitives for Compositional Generalization in Vision-and-Language
- CVPR 2023F2-NeRF: Fast Neural Radiance Field Training With Free Camera Trajectories
- CVPR 2023FAC: 3D Representation Learning via Foreground Aware Feature Contrast
- CVPR 2023Fast Monocular Scene Reconstruction With Global-Sparse Local-Dense Grids
- CVPR 2023Fast Point Cloud Generation With Straight Flows
- CVPR 2023FlatFormer: Flattened Window Attention for Efficient Point Cloud Transformer
- CVPR 2023FlexNeRF: Photorealistic Free-Viewpoint Rendering of Moving Humans From Sparse Views
- CVPR 2023Flow Supervision for Deformable NeRF
- CVPR 2023FreeNeRF: Improving Few-Shot Neural Rendering With Free Frequency Regularization
- CVPR 2023Frequency-Modulated Point Cloud Rendering With Easy Editing
- CVPR 2023GarmentTracking: Category-Level Garment Pose Tracking
- CVPR 2023GazeNeRF: 3D-Aware Gaze Redirection With Neural Radiance Fields
- CVPR 2023Generalized Deep 3D Shape Prior via Part-Discretized Diffusion Process
- CVPR 2023Generating Part-Aware Editable 3D Shapes Without 3D Supervision
- CVPR 2023GeoMAE: Masked Geometric Target Prediction for Self-Supervised Point Cloud Pre-Training
- CVPR 2023Geometry and Uncertainty-Aware 3D Point Cloud Class-Incremental Semantic Segmentation
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。