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 117 篇,第 2 / 3 页
- ICML 2026Kinematics-Driven Gaussian Shape Deformation for Blurry Monocular Dynamic Scenes
- ICML 2026LaRI: Layered Ray Intersections for Single-view 3D Geometric Reasoning
- ICML 2026LATO: 3D Mesh Flow Matching with Structured TOpology Preserving LAtents
- ICML 2026LAVA: A Unified Framework for Finetuning Language and Vision Models
- ICML 2026Learning 3D-Gaussian Simulators from RGB Videos
- ICML 2026Let Language Constrain Geometry: Vision–Language Models as Semantic and Spatial Critics for 3D Generation
- ICML 2026Linearizing Vision Transformer with Test-Time Training
- ICML 2026MAC-NeRF: Motion-Aware Curriculum Learning for Dynamic LiDAR NeRFs
- ICML 2026Metric—Phase Fields: Decoupling Distance and Sign for Thin-Structure Reconstruction from Unoriented Point Clouds
- ICML 2026Multi-Label Learning with Contrastive Cluster Self-Supervision for 3D Hierarchical Semantic Segmentation
- ICML 2026Norm$\times$Direction: Restoring the Missing Query Norm in Vision Linear Attention
- ICML 2026Optimizing Rank for High-Fidelity Implicit Neural Representations
- ICML 2026PACE: Post-Causal Entropy Modeling for Learned LiDAR Point Cloud Compression
- ICML 2026PCGS: Deblurring 3D Gaussian Splatting with Patch Comparison
- ICML 2026Phy-CoSF: Physics-Guided Continuous Spectral Fields Reconstruction and Spectral Super-Resolution for Snapshot Compressive Imaging
- ICML 2026PhysHanDI: Physics-Based Reconstruction of Hand-Deformable Object Interactions
- ICML 2026Physics-Informed Pre-training on Efficient Electron-Density Images for Organic Material Property Prediction
- ICML 2026PointCHR: Point Cloud Analysis via Curvature-Aware Hyperbolic Rectification
- ICML 2026PointDiT: Pixel-Space Diffusion for Monocular Geometry Estimation
- ICML 2026Prototype-Based Test-Time Adaptation of Vision-Language Models
- ICML 2026PSMix: Robust Point Cloud Recognition through Spectral Domain Mixing
- ICML 2026QPoint: End-to-End Lightweight Point Cloud Processing via Robust Quaternion Feature Learning
- ICML 2026Radial Scaling Voxelization for Accurate Small Object 3D Detection
- ICML 2026Rays as Pixels: Learning A Joint Distribution of Video and Camera Trajectories
- ICML 2026ReflFlow: Learning Geometry-Guided Ray Tracing for Dynamic Specular Reconstruction
- ICML 2026Rethinking Serialization in Linear 3D Vision: Decoupling Anisotropic Geometry from Isotropic Semantics
- ICML 2026Revisiting Photometric Ambiguity for Accurate Gaussian-Splatting Surface Reconstruction
- ICML 2026REViT: Roto-reflection Equivariant Convolutional Vision Transformer
- ICML 2026ReVSI: Rebuilding Visual Spatial Intelligence Evaluation for Accurate Assessment of VLM 3D Reasoning
- ICML 2026RGGT: A Generative-Prior-Guided Transformer for Unified Rigid and Non-Rigid Point Cloud Registration
- ICML 2026Rh-3DGS: Robust Open-Vocabulary Scene Understanding via Riemannian Huber Distillation and Manifold-Aware Sampling
- ICML 2026S2GS: Streaming Semantic Gaussian Splatting for Online Scene Understanding and Reconstruction
- ICML 2026Scalable and Differentiable Point-Cloud Registration Using Maximum Mean Discrepancy
- ICML 2026Scalable Event Cloud Network for Event-based Classification
- ICML 2026SCRWKV: Ultra-Compact Structure-Calibrated Vision-RWKV for Topological Crack Segmentation
- ICML 2026SDiD:Shared diffusion prior for efficient distributed stereo image compression
- ICML 2026Selective Coupling of Decoupled Informative Regions: Masked Attention Alignment for Data-Free Quantization of Vision Transformers
- ICML 2026Self-Soupervision: Cooking Model Soups without Labels
- ICML 2026Self-Supervised Weight Templates for Scalable Vision Model Initialization
- ICML 2026SG2Loc: Sequential Visual Localization on 3D Scene Graphs
- ICML 2026SIMPC: Learning Self-Induced Mirror-Point Consistency for Unsupervised Point Cloud Denoising
- ICML 2026Sinkhorn Normalization of Diffusion Kernels
- ICML 2026Skip-It? Theoretical Conditions for Layer Skipping in Vision–Language Models
- ICML 2026SMART: Scalable Mesh‑free Aerodynamic Simulations from Raw Geometries using a Transformer‑based Surrogate Model
- ICML 2026SoMA: A Real-to-Sim Neural Simulator for Robotic Soft-Body Manipulation
- ICML 2026SpaCeFormer: Fast Proposal-Free Open-Vocabulary 3D Instance Segmentation
- ICML 2026Spatio-Temporal LLM: Reasoning about Environments and Actions
- ICML 2026SphericalDreamer: Generating Navigable Immersive 3D Worlds with Panorama Fusion
- ICML 2026SpikeNet: Sparse Spike-Driven Mask Vector Transformer for Energy-Efficient and Stable Spiking Point Cloud Processing
- ICML 2026SplAttN: Bridging 2D and 3D with Gaussian Soft Splatting and Attention for Point Cloud Completion
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。