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 235 篇,第 3 / 5 页
- ICML 2026Streaming Sliced Optimal Transport
- ICML 2026Taylor-Gaussians-Flow: Towards Non-uniform Motion for Novel View Synthesis from Monocular Video
- ICML 2026The Extra Tokens Matter: Disentangled Representation Learning with Vision Transformers
- ICML 2026TideGS: Scalable Training of Over One Billion 3D Gaussian Splatting Primitives via Out-of-Core Optimization
- ICML 2026TIMI: Training-Free Image-to-3D Multi-Instance Generation with Spatial Fidelity
- ICML 2026TopAdapter: Topology-Aware Prompt Tuning for Efficient Point Cloud Understanding
- ICML 2026Towards Docking-oriented De Novo Ligand Design via Gradient Inversion
- ICML 2026Towards Scalable and Consistent 3D Editing
- ICML 2026Trust It or Not: Evidential Uncertainty for Feed-Forward 3D Reconstruction with Trust3R
- ICML 2026TurboGS: Accelerating 3D Gaussian Splatting via Error-Guided Sparse Pixel Sampling and Optimization
- ICML 2026TVDRNet: Text-driven Viewpoint Optimization via Differentiable Rendering for 3D Reasoning Segmentation
- ICML 2026Utonia: Toward One Encoder for All Point Clouds
- ICML 2026VDW-GNNs: Vector diffusion wavelets for geometric graph neural networks
- ICML 2026Vision Transformer Finetuning Benefits from Non-Smooth Components
- ICML 2026WhisperSplat: Lossless Steganography in 3D Gaussian Splatting
- ICML 2026WorldMirror: Universal 3D World Reconstruction with Any-Prior Prompting
- ICML 2026Zero-Shot 3D Question Answering via Hierarchical View-to-Token Transportation
- ICML 20253D Question Answering via only 2D Vision-Language Models
- ICML 20253D-LMVIC: Learning-based Multi-View Image Compression with 3D Gaussian Geometric Priors
- ICML 2025An in depth look at the Procrustes-Wasserstein distance: properties and barycenters
- ICML 2025Cavia: Camera-controllable Multi-view Video Diffusion with View-Integrated Attention
- ICML 2025Compositional Generalization via Forced Rendering of Disentangled Latents
- ICML 2025CostFilter-AD: Enhancing Anomaly Detection through Matching Cost Filtering
- ICML 2025CSV-Occ: Fusing Multi-frame Alignment for Occupancy Prediction with Temporal Cross State Space Model and Central Voting Mechanism
- ICML 2025CUPS: Improving Human Pose-Shape Estimators with Conformalized Deep Uncertainty
- ICML 2025DyPolySeg: Taylor Series-Inspired Dynamic Polynomial Fitting Network for Few-shot Point Cloud Semantic Segmentation
- ICML 2025Efficient LiDAR Reflectance Compression via Scanning Serialization
- ICML 2025Enhancing Visual Localization with Cross-Domain Image Generation
- ICML 2025ESPFormer: Doubly-Stochastic Attention with Expected Sliced Transport Plans
- ICML 2025Exploring Vision Semantic Prompt for Efficient Point Cloud Understanding
- ICML 2025ExtPose: Robust and Coherent Pose Estimation by Extending ViTs
- ICML 2025Flex3D: Feed-Forward 3D Generation with Flexible Reconstruction Model and Input View Curation
- ICML 2025GAPrompt: Geometry-Aware Point Cloud Prompt for 3D Vision Model
- ICML 2025Generative Point Cloud Registration
- ICML 2025Geometric Algebra Planes: Convex Implicit Neural Volumes
- ICML 2025Geometric Feature Embedding for Effective 3D Few-Shot Class Incremental Learning
- ICML 2025High Dynamic Range Novel View Synthesis with Single Exposure
- ICML 2025History-Guided Video Diffusion
- ICML 2025HybridGS: High-Efficiency Gaussian Splatting Data Compression using Dual-Channel Sparse Representation and Point Cloud Encoder
- ICML 2025InfoCons: Identifying Interpretable Critical Concepts in Point Clouds via Information Theory
- ICML 2025Layer by Layer: Uncovering Hidden Representations in Language Models
- ICML 2025Learning Vision and Language Concepts for Controllable Image Generation
- ICML 2025MiraGe: Editable 2D Images using Gaussian Splatting
- ICML 2025MIRROR: Make Your Object-Level Multi-View Generation More Consistent with Training-Free Rectification
- ICML 2025One-dimensional Path Convolution
- ICML 2025Open Your Eyes: Vision Enhances Message Passing Neural Networks in Link Prediction
- ICML 2025Oscillation-Reduced MXFP4 Training for Vision Transformers
- ICML 2025Perceptual-GS: Scene-adaptive Perceptual Densification for Gaussian Splatting
- ICML 2025PF3plat: Pose-Free Feed-Forward 3D Gaussian Splatting for Novel View Synthesis
- ICML 2025PhySpec: Physically Consistent Spectral Reconstruction via Orthogonal Subspace Decomposition and Self-Supervised Meta-Auxiliary Learning
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。