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 211 篇,第 4 / 5 页
- NeurIPS 2026Rethinking the State Update Gate for Long-Sequence Recurrent 3D Reconstruction
- NeurIPS 2026Retrieve What’s Missing: Coverage-Maximizing Retrieval for Consistent Long Video Generation
- NeurIPS 2026RigPAPR: Rig-Based Animation of Static Neural Point Clouds from a Single-View Video
- NeurIPS 2026RigRecon: Efficient Rig-Aware Street Reconstruction via Dual-Path Spatio-Temporal Interaction
- NeurIPS 2026Robust and Efficient Finetuning of Vision Foundation Models via Implicit Ensembling
- NeurIPS 2026Robust Dreamer: Deviation-Aware Latent Gaussian Memory for Action-Controlled AR Video Generation
- NeurIPS 2026RoSeViT: Role-Separated Vision Transformers for ARC Visual Reasoning
- NeurIPS 2026RSPReg: Reliability-aware Structural Prototype Learning for Point Cloud Registration
- NeurIPS 2026SAM 3D Animal: Promptable Animal 3D Reconstruction from Images in the Wild
- NeurIPS 2026Scaffold3D: SfM-Conditioned Pointmap Prediction for Multi-View 3D Reconstruction
- NeurIPS 2026Scalable Adaptation of 3D Geometric Foundation Models via Weak Supervision from Internet Video
- NeurIPS 2026Scaling Optimization-Oriented Hypernetworks for Implicit Neural Representations
- NeurIPS 2026SCION: Scene Composition via Instanced Neural Primitives
- NeurIPS 2026scShapeBench: Discovering geometry from high dimensional scRNAseq data
- NeurIPS 2026Seeing Across Skies and Streets: Feedforward 3D Reconstruction from Satellite, Drone, and Ground Images
- NeurIPS 2026Seg3DParts: Segmentation-Grounded Controllable Part-Level 3D Generation
- NeurIPS 2026SIEVE: Overcoming Topological Obstruction in Equivariant Self-Supervised Learning
- NeurIPS 2026SOLA: A Structured Operator Library for Attention in Pretrained Vision Transformers
- NeurIPS 2026Sophon: A Procedural Diagnostic for Spatial Reasoning in Vision-Language Models
- NeurIPS 2026Spectrally Parameterized Neural Inverse Reconstruction
- NeurIPS 2026Spherical Bayesian Experimental Design for Active View Selection in 3D Gaussian Splatting
- NeurIPS 2026Spik-NeRF v2: Pushing the Limit of Spiking Neural Radiance Fields with $ \pm $I-LIF
- NeurIPS 2026Splatting the Invisible: Geometry and Appearance Scene Completion from Sparse Views
- NeurIPS 2026Split-and-scale Latent 3D Representations
- NeurIPS 2026SpRePE: A Spherical Geometry-Aware Position Embedding scheme for Vision Transformers
- NeurIPS 2026Stable3R: Streaming 3D Reconstruction with Stable Geometric References
- NeurIPS 2026State Evolution Awareness for Category-agnostic 3D Point Cloud Tracking
- NeurIPS 2026StereoSplat: Metric-Scale Novel View Synthesis via Stereo-Grounded Gaussian Splatting
- NeurIPS 2026SurGe: Improved Surface Geometry in Point Maps
- NeurIPS 2026SVG-3D: Mining Decision Boundaries with Generative Splatting Priors for Zero-Shot 3D Classification
- NeurIPS 2026SynGS: Synergistic Continual Learning and Change Detection with Gaussian Splatting
- NeurIPS 2026T$^2$-Splat: Adaptive Topology Mesh Splatting with Texture Residuals
- NeurIPS 2026Task-Induced Riemannian Metrics for Vision Transformer Feature Spaces
- NeurIPS 2026TESLA: Native 4D Gaussian Splatting Generation with Temporally Structured Latents
- NeurIPS 2026Text as Partial Constraint: Core–Residual Alignment for Robust Vision–Language Learning
- NeurIPS 2026The Mask Is Not the Object: Volumetric Supervision for 3D Gaussian Segmentation
- NeurIPS 2026Think Before You Generate: Active Panoramic Exploration for Text-to-3D Scenes
- NeurIPS 2026Towards Matrix-Parallel and Feature-Scalable 3D Gaussian Splatting Rendering on GPUs
- NeurIPS 2026Towards Reconstructing Geographically Diverse Architecture with 3D Foundation Models
- NeurIPS 2026TrackCraft3R: Repurposing Video Diffusion Transformers for Dense 3D Tracking
- NeurIPS 2026Training Vision Transformers to Focus: Emergence of Attention Head Specialization
- NeurIPS 2026TransmissiveGS: Residual-Guided Disentangled Gaussian Splatting for Transmissive Scene Reconstruction and Rendering
- NeurIPS 2026Trellis4D: Complex 4D Mesh Generation
- NeurIPS 2026U-MVP: Encode Locally, Decode Globally for Feed-Forward 3D Gaussian Splatting
- NeurIPS 2026UltraVoxelGS: Voxel-First Feed-Forward Gaussian Splatting for 3D Ultrasound Reconstruction
- NeurIPS 2026Understanding Multi-View Transformers
- NeurIPS 2026Unified Loss-Aware Density Control for 3D Gaussian Splatting
- NeurIPS 2026Unified Panoramic Geometry Estimation via Multi-View Foundation Models
- NeurIPS 2026UniGS: Unified Geometry-Aware Gaussian Splatting for Multimodal Rendering
- NeurIPS 2026UniReFP: Robust Unified Fingerprinting for Vision Models against Cross-Task Repurposing Attacks
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。