仿真到真实论文趋势 2023–2026

主要结论

• 仿真到真实论文从 2023 年的 159 篇增长到 2026 年的 204 篇，三年间扩大到约 1.3 倍。
• CVPR 是发仿真到真实论文最多的会议，2023–2026 年共 223 篇，占四个会议总量的 35%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 27 篇。
• 在「机器人与具身」的 5 个主题里，它的 2026 年论文数排第 3；同组增长最快的人形控制是 3.8 倍，仿真到真实是 1.3 倍。

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 2026AET-Bench: Pixel-Accurate Atomic Tomography Is Not Atom-Accurate
• ICML 2026RTInfer: Real-Time Inference of Multiple DNNs on Edge GPUs
• ICLR 2026Manipulation as in Simulation: Enabling Accurate Geometry Perception in Robots
• CVPR 2026AnthroTAP Learning Point Tracking with Real-World Motion
• NeurIPS 2025Algorithms and SQ Lower Bounds for Robustly Learning Real-valued Multi-Index Models
• ICML 2025HyperIV: Real-time Implied Volatility Smoothing
• ICLR 2025Do Contemporary Causal Inference Models Capture Real-World Heterogeneity? Findings from a Large-Scale Benchmark
• CVPR 2025Analyzing the Synthetic-to-Real Domain Gap in 3D Hand Pose Estimation
• NeurIPS 2024EgoSim: An Egocentric Multi-view Simulator and Real Dataset for Body-worn Cameras during Motion and Activity
• ICML 2024A Global Geometric Analysis of Maximal Coding Rate Reduction
• ICLR 2024Extending Power of Nature from Binary to Real-Valued Graph Learning in Real World
• CVPR 2024Density-guided Translator Boosts Synthetic-to-Real Unsupervised Domain Adaptive Segmentation of 3D Point Clouds
• NeurIPS 2023[Re] Pure Noise to the Rescue of Insufficient Data
• ICML 2023Adversarially Robust PAC Learnability of Real-Valued Functions
• ICLR 2023Provable Sim-to-real Transfer in Continuous Domain with Partial Observations
• CVPR 2023Cloud-Device Collaborative Adaptation to Continual Changing Environments in the Real-World
• NeurIPS 2026Coarse-to-Real: Generative Rendering for Populated Dynamic Scenes
• ICML 2026Server-Proximal Aggregation for Federated Domain-Incremental Learning under Partial Participation: Task-Uniform Convergence and Backward Transfer
• ICLR 2026PatchRefiner V2: Fast and Lightweight Real-Domain High-Resolution Metric Depth Estimation
• CVPR 2026BiProLoRA Bilevel Prompt LoRA for Real Scene Recovery

全部仿真到真实论文

共 118 篇，第 1 / 3 页

1. CVPR 2025All-directional Disparity Estimation for Real-world QPD Images
2. CVPR 2025Analyzing the Synthetic-to-Real Domain Gap in 3D Hand Pose Estimation
3. CVPR 2025Benchmarking Object Detectors under Real-World Distribution Shifts in Satellite Imagery
4. CVPR 2025Boosting Domain Incremental Learning: Selecting the Optimal Parameters is All You Need
5. CVPR 2025CoA: Towards Real Image Dehazing via Compression-and-Adaptation
6. CVPR 2025DiSRT-In-Bed: Diffusion-Based Sim-to-Real Transfer Framework for In-Bed Human Mesh Recovery
7. CVPR 2025Efficient Video Super-Resolution for Real-time Rendering with Decoupled G-buffer Guidance
8. CVPR 2025EventSplat: 3D Gaussian Splatting from Moving Event Cameras for Real-time Rendering
9. CVPR 2025From Laboratory to Real World: A New Benchmark Towards Privacy-Preserved Visible-Infrared Person Re-Identification
10. CVPR 2025Go-with-the-Flow: Motion-Controllable Video Diffusion Models Using Real-Time Warped Noise
11. CVPR 2025Golden Cudgel Network for Real-Time Semantic Segmentation
12. CVPR 2025Hearing Anywhere in Any Environment
13. CVPR 2025HELVIPAD: A Real-World Dataset for Omnidirectional Stereo Depth Estimation
14. CVPR 2025Is this Generated Person Existed in Real-world? Fine-grained Detecting and Calibrating Abnormal Human-body
15. CVPR 2025JiSAM: Alleviate Labeling Burden and Corner Case Problems in Autonomous Driving via Minimal Real-World Data
16. CVPR 2025LP-Diff: Towards Improved Restoration of Real-World Degraded License Plate
17. CVPR 2025LUCAS: Layered Universal Codec Avatars
18. CVPR 2025MASt3R-SLAM: Real-Time Dense SLAM with 3D Reconstruction Priors
19. CVPR 2025METASCENES: Towards Automated Replica Creation for Real-world 3D Scans
20. CVPR 2025MobilePortrait: Real-Time One-Shot Neural Head Avatars on Mobile Devices
21. CVPR 2025OmniStereo: Real-time Omnidireactional Depth Estimation with Multiview Fisheye Cameras
22. CVPR 2025OmniStyle: Filtering High Quality Style Transfer Data at Scale
23. CVPR 2025Potential Field Based Deep Metric Learning
24. CVPR 2025Quaffure: Real-Time Quasi-Static Neural Hair Simulation
25. CVPR 2025QuartDepth: Post-Training Quantization for Real-Time Depth Estimation on the Edge
26. CVPR 2025Rashomon Sets for Prototypical-Part Networks: Editing Interpretable Models in Real-Time
27. CVPR 2025Real-time Free-view Human Rendering from Sparse-view RGB Videos using Double Unprojected Textures
28. CVPR 2025Real-time High-fidelity Gaussian Human Avatars with Position-based Interpolation of Spatially Distributed MLPs
29. CVPR 2025Remote Photoplethysmography in Real-World and Extreme Lighting Scenarios
30. CVPR 2025RENO: Real-Time Neural Compression for 3D LiDAR Point Clouds
31. CVPR 2025REWIND: Real-Time Egocentric Whole-Body Motion Diffusion with Exemplar-Based Identity Conditioning
32. CVPR 2025SAT-HMR: Real-Time Multi-Person 3D Mesh Estimation via Scale-Adaptive Tokens
33. CVPR 2025Seeing A 3D World in A Grain of Sand
34. CVPR 2025SemanticDraw: Towards Real-Time Interactive Content Creation from Image Diffusion Models
35. CVPR 2025Sim-to-Real Causal Transfer: A Metric Learning Approach to Causally-Aware Interaction Representations
36. CVPR 2025SLAM3R: Real-Time Dense Scene Reconstruction from Monocular RGB Videos
37. CVPR 2025SnowMaster: Comprehensive Real-world Image Desnowing via MLLM with Multi-Model Feedback Optimization
38. CVPR 2025Sparse Voxels Rasterization: Real-time High-fidelity Radiance Field Rendering
39. CVPR 2025SpectroMotion: Dynamic 3D Reconstruction of Specular Scenes
40. CVPR 2025SplatAD: Real-Time Lidar and Camera Rendering with 3D Gaussian Splatting for Autonomous Driving
41. CVPR 2025SplineGS: Robust Motion-Adaptive Spline for Real-Time Dynamic 3D Gaussians from Monocular Video
42. CVPR 2025STING-BEE: Towards Vision-Language Model for Real-World X-ray Baggage Security Inspection
43. CVPR 2025Synthetic-to-Real Self-supervised Robust Depth Estimation via Learning with Motion and Structure Priors
44. CVPR 2025TaoAvatar: Real-Time Lifelike Full-Body Talking Avatars for Augmented Reality via 3D Gaussian Splatting
45. CVPR 2025Toward Real-world BEV Perception: Depth Uncertainty Estimation via Gaussian Splatting
46. CVPR 2025Towards Practical Real-Time Neural Video Compression
47. CVPR 2025TSD-SR: One-Step Diffusion with Target Score Distillation for Real-World Image Super-Resolution
48. CVPR 2025Unraveling Normal Anatomy via Fluid-Driven Anomaly Randomization
49. CVPR 2025VisionArena: 230k Real World User-VLM Conversations with Preference Labels
50. CVPR 2025Volumetric Surfaces: Representing Fuzzy Geometries with Layered Meshes

常见问题

2023–2026 年四大会议一共有多少篇仿真到真实论文？

共 629 篇，按年份分别是 2023 年 159 篇、2024 年 148 篇、2025 年 118 篇、2026 年 204 篇。

NeurIPS 2026 有多少篇仿真到真实论文？

NeurIPS 2026 有 75 篇仿真到真实论文，上一届是 33 篇。

ICLR 2026 有多少篇仿真到真实论文？

ICLR 2026 有 33 篇仿真到真实论文，上一届是 16 篇。

ICML 2026 有多少篇仿真到真实论文？

ICML 2026 有 33 篇仿真到真实论文，上一届是 18 篇。

CVPR 2026 有多少篇仿真到真实论文？

CVPR 2026 有 63 篇仿真到真实论文，上一届是 51 篇。

哪个会议的仿真到真实论文最多？

CVPR，2023–2026 年共 223 篇。