图像生成论文趋势 2023–2026

主要结论

• 图像生成论文从 2023 年的 780 篇增长到 2026 年的 1,721 篇，三年间扩大到约 2.2 倍。
• CVPR 是发图像生成论文最多的会议，2023–2026 年共 2,262 篇，占四个会议总量的 44%。
• 交叉方向里涨得最快的是深度学习 · generative models and autoencoders：同时属于两个主题的论文从 2023 年的 35 篇增至 2026 年的 150 篇。
• 在「计算机视觉」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的视频理解是 2.6 倍，图像生成是 2.2 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 2026$\texttt{bispectrum}$: Selective $G$-Bispectra Made Practical
• ICML 2026Klein Hyperbolic Metric Learning
• ICLR 2026A Bayesian Nonparametric Framework for Private, Fair, and Balanced Tabular Data Synthesis
• CVPR 2026Adaptive Learned Image Compression with Graph Neural Networks
• NeurIPS 2025Alchemist: Turning Public Text-to-Image Data into Generative Gold
• ICML 2025BiMark: Unbiased Multilayer Watermarking for Large Language Models
• ICLR 2025Accelerating Auto-regressive Text-to-Image Generation with Training-free Speculative Jacobi Decoding
• CVPR 2025A Polarization-Aided Transformer for Image Deblurring via Motion Vector Decomposition
• NeurIPS 2024Einsum Benchmark: Enabling the Development of Next-Generation Tensor Execution Engines
• ICML 2024Adaptive Feature Selection for No-Reference Image Quality Assessment by Mitigating Semantic Noise Sensitivity
• ICLR 2024AutomaTikZ: Text-Guided Synthesis of Scientific Vector Graphics with TikZ
• CVPR 2024DemoCaricature: Democratising Caricature Generation with a Rough Sketch
• NeurIPS 20234D Panoptic Scene Graph Generation
• ICML 2023Architecture-Agnostic Masked Image Modeling -- From ViT back to CNN
• ICLR 2023Accurate Image Restoration with Attention Retractable Transformer
• CVPR 20233D GAN Inversion With Facial Symmetry Prior
• NeurIPS 2026A Theory of Time-Sensitive Language Generation: Sparse Hallucination Beats Mode Collapse
• ICML 2026Noisy-Channel Minimum Bayes Risk Decoding
• ICLR 2026All Patches Matter, More Patches Better: Enhance AI-Generated Image Detection via Panoptic Patch Learning
• CVPR 2026AIMDepth Asymmetric Image-Event Mamba for Monocular Depth Estimation

全部图像生成论文

共 418 篇，第 9 / 9 页

401. CVPR 2023VecFontSDF: Learning To Reconstruct and Synthesize High-Quality Vector Fonts via Signed Distance Functions
402. CVPR 2023VectorFusion: Text-to-SVG by Abstracting Pixel-Based Diffusion Models
403. CVPR 2023VILA: Learning Image Aesthetics From User Comments With Vision-Language Pretraining
404. CVPR 2023ViLEM: Visual-Language Error Modeling for Image-Text Retrieval
405. CVPR 2023Visual Recognition-Driven Image Restoration for Multiple Degradation With Intrinsic Semantics Recovery
406. CVPR 2023ViTs for SITS: Vision Transformers for Satellite Image Time Series
407. CVPR 2023Wavelet Diffusion Models Are Fast and Scalable Image Generators
408. CVPR 2023Weakly-Supervised Single-View Image Relighting
409. CVPR 2023WeatherStream: Light Transport Automation of Single Image Deweathering
410. CVPR 2023Where Is My Spot? Few-Shot Image Generation via Latent Subspace Optimization
411. CVPR 2023Where We Are and What We're Looking At: Query Based Worldwide Image Geo-Localization Using Hierarchies and Scenes
412. CVPR 2023Wide-Angle Rectification via Content-Aware Conformal Mapping
413. CVPR 2023WildLight: In-the-Wild Inverse Rendering With a Flashlight
414. CVPR 2023WIRE: Wavelet Implicit Neural Representations
415. CVPR 2023You Do Not Need Additional Priors or Regularizers in Retinex-Based Low-Light Image Enhancement
416. CVPR 2023Zero-Shot Everything Sketch-Based Image Retrieval, and in Explainable Style
417. CVPR 2023Zero-Shot Noise2Noise: Efficient Image Denoising Without Any Data
418. CVPR 2023Zero-Shot Text-to-Parameter Translation for Game Character Auto-Creation

常见问题

2023–2026 年四大会议一共有多少篇图像生成论文？

共 5,184 篇，按年份分别是 2023 年 780 篇、2024 年 1,216 篇、2025 年 1,467 篇、2026 年 1,721 篇。

NeurIPS 2026 有多少篇图像生成论文？

NeurIPS 2026 有 453 篇图像生成论文，上一届是 430 篇。

ICLR 2026 有多少篇图像生成论文？

ICLR 2026 有 349 篇图像生成论文，上一届是 278 篇。

ICML 2026 有多少篇图像生成论文？

ICML 2026 有 230 篇图像生成论文，上一届是 147 篇。

CVPR 2026 有多少篇图像生成论文？

CVPR 2026 有 689 篇图像生成论文，上一届是 612 篇。

哪个会议的图像生成论文最多？

CVPR，2023–2026 年共 2,262 篇。