图像生成论文趋势 2023–2026
文生图与图像合成
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 5,184 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 170 | 118 | 74 | 418 | 780 |
| 2024 | 318 | 199 | 156 | 543 | 1,216 |
| 2025 | 430 | 278 | 147 | 612 | 1,467 |
| 2026 | 453 | 349 | 230 | 689 | 1,721 |
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 1 / 9 页
- CVPR 20233D Cinemagraphy From a Single Image
- CVPR 20233D GAN Inversion With Facial Symmetry Prior
- CVPR 20233D Highlighter: Localizing Regions on 3D Shapes via Text Descriptions
- CVPR 20233D Neural Field Generation Using Triplane Diffusion
- CVPR 20233D Registration With Maximal Cliques
- CVPR 20233D-Aware Conditional Image Synthesis
- CVPR 20233D-Aware Multi-Class Image-to-Image Translation With NeRFs
- CVPR 2023A New Dataset Based on Images Taken by Blind People for Testing the Robustness of Image Classification Models Trained for ImageNet Categories
- CVPR 2023A Probabilistic Attention Model With Occlusion-Aware Texture Regression for 3D Hand Reconstruction From a Single RGB Image
- CVPR 2023A2J-Transformer: Anchor-to-Joint Transformer Network for 3D Interacting Hand Pose Estimation From a Single RGB Image
- CVPR 2023AccelIR: Task-Aware Image Compression for Accelerating Neural Restoration
- CVPR 2023Activating More Pixels in Image Super-Resolution Transformer
- CVPR 2023AdaptiveMix: Improving GAN Training via Feature Space Shrinkage
- CVPR 2023Affordance Diffusion: Synthesizing Hand-Object Interactions
- CVPR 2023Affordance Grounding From Demonstration Video To Target Image
- CVPR 2023Align Your Latents: High-Resolution Video Synthesis With Latent Diffusion Models
- CVPR 2023All Are Worth Words: A ViT Backbone for Diffusion Models
- CVPR 2023All-in-One Image Restoration for Unknown Degradations Using Adaptive Discriminative Filters for Specific Degradations
- CVPR 2023An Image Quality Assessment Dataset for Portraits
- CVPR 2023Asymmetric Feature Fusion for Image Retrieval
- CVPR 2023AutoFocusFormer: Image Segmentation off the Grid
- CVPR 2023B-Spline Texture Coefficients Estimator for Screen Content Image Super-Resolution
- CVPR 2023Backdoor Attacks Against Deep Image Compression via Adaptive Frequency Trigger
- CVPR 2023BAD-NeRF: Bundle Adjusted Deblur Neural Radiance Fields
- CVPR 2023Bayesian Posterior Approximation With Stochastic Ensembles
- CVPR 2023BBDM: Image-to-Image Translation With Brownian Bridge Diffusion Models
- CVPR 2023Being Comes From Not-Being: Open-Vocabulary Text-to-Motion Generation With Wordless Training
- CVPR 2023Better "CMOS" Produces Clearer Images: Learning Space-Variant Blur Estimation for Blind Image Super-Resolution
- CVPR 2023BEVFormer v2: Adapting Modern Image Backbones to Bird's-Eye-View Recognition via Perspective Supervision
- CVPR 2023Bi-Directional Feature Fusion Generative Adversarial Network for Ultra-High Resolution Pathological Image Virtual Re-Staining
- CVPR 2023Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation
- CVPR 2023Binary Latent Diffusion
- CVPR 2023Bitstream-Corrupted JPEG Images Are Restorable: Two-Stage Compensation and Alignment Framework for Image Restoration
- CVPR 2023Blind Image Quality Assessment via Vision-Language Correspondence: A Multitask Learning Perspective
- CVPR 2023Boosting Verified Training for Robust Image Classifications via Abstraction
- CVPR 2023Boundary-Aware Backward-Compatible Representation via Adversarial Learning in Image Retrieval
- CVPR 2023Breaching FedMD: Image Recovery via Paired-Logits Inversion Attack
- CVPR 2023BUOL: A Bottom-Up Framework With Occupancy-Aware Lifting for Panoptic 3D Scene Reconstruction From a Single Image
- CVPR 2023Burstormer: Burst Image Restoration and Enhancement Transformer
- CVPR 2023CABM: Content-Aware Bit Mapping for Single Image Super-Resolution Network With Large Input
- CVPR 2023Can't Steal? Cont-Steal! Contrastive Stealing Attacks Against Image Encoders
- CVPR 2023Catch Missing Details: Image Reconstruction With Frequency Augmented Variational Autoencoder
- CVPR 2023CDDFuse: Correlation-Driven Dual-Branch Feature Decomposition for Multi-Modality Image Fusion
- CVPR 2023CF-Font: Content Fusion for Few-Shot Font Generation
- CVPR 2023CiaoSR: Continuous Implicit Attention-in-Attention Network for Arbitrary-Scale Image Super-Resolution
- CVPR 2023CLIP for All Things Zero-Shot Sketch-Based Image Retrieval, Fine-Grained or Not
- CVPR 2023CLIP Is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation
- CVPR 2023CLIP-Sculptor: Zero-Shot Generation of High-Fidelity and Diverse Shapes From Natural Language
- CVPR 2023CLIP2Protect: Protecting Facial Privacy Using Text-Guided Makeup via Adversarial Latent Search
- CVPR 2023CLIPPO: Image-and-Language Understanding From Pixels Only
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 查图像生成在 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": "image-generation"}
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。