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 689 篇，第 13 / 14 页
- CVPR 2026The Image as Its Own Reward Reinforcement Learning with Adversarial
- CVPR 2026The Missing Point in Vision Transformers for Universal Image Segmentation
- CVPR 2026The Universal Normal Embedding
- CVPR 2026TIM Temporal Decoupling with Iterative Mutual-Refinement Model for Longitudinal Radiology
- CVPR 2026TINA Text-Free Inversion Attack for Unlearned Text-to-Image Diffusion Models
- CVPR 2026TokenLight Precise Lighting Control in Images using Attribute Tokens
- CVPR 2026TopoMesh High-Fidelity Mesh Autoencoding via Topological Unification
- CVPR 2026TopoSlide Topologically-Informed Histopathology Whole Slide Image Representation Learning
- CVPR 2026Toward Early Quality Assessment of Text-to-Image Diffusion Models
- CVPR 2026Toward Real-world Infrared Image Super-Resolution A Unified Autoregressive Framework and
- CVPR 2026Towards Decompositional Human Motion Generation with Energy-Based Diffusion Models
- CVPR 2026Towards Generalizable AI-Generated Image Detection via Image-Adaptive Prompt Learning
- CVPR 2026Towards Generalized Multimodal Homography Estimation
- CVPR 2026Towards High-Quality Image Segmentation Improving Topology Accuracy by Penalizing Neighbor
- CVPR 2026Towards Highly-Constrained Human Motion Generation with Retrieval-Guided Diffusion Noise Optimization
- CVPR 2026Towards Human-Imperceptible Backdoor Attacks on Text-to-Image Diffusion Models
- CVPR 2026Towards Human-Like Robot Handwriting via Contour-Aware Generation
- CVPR 2026Towards Policy-Adaptive Image Guardrail Benchmark and Method
- CVPR 2026Towards Realistic and Consistent Orbital Video Generation via 3D Foundation
- CVPR 2026Towards Robust Sequential Decomposition for Complex Image Editing
- CVPR 2026Towards Storytelling Animations Joint Synthesis of Human and Camera Motions
- CVPR 2026Towards Universal Computational Aberration Correction in Photographic Cameras A Comprehensive
- CVPR 2026Tracking-Guided 4D Generation Foundation-Tracker Motion Priors for 3D Model Animation
- CVPR 2026TrafficAlign Aligning Large Language Models for Traffic Scenario Generation
- CVPR 2026Training-free Detection of Generated Videos via Spatial-Temporal Likelihoods
- CVPR 2026Training-free Perceptually Consistent Low-Resolution Previews with High-Resolution Image for Efficient
- CVPR 2026Training-Only Heterogeneous Image-Patch-Text Graph Supervision for Advancing Few-Shot Learning Adapters
- CVPR 2026Transition Matching Distillation for Fast Video Generation
- CVPR 2026Turning Pre-Trained Vision Transformers into End-to-End Histopathology Whole Slide Image
- CVPR 2026TV2TV A Unified Framework for Interleaved Language and Video Generation
- CVPR 2026UARE A Unified Vision-Language Model for Image Quality Assessment Restoration
- CVPR 2026UCMNet Uncertainty-Aware Context Memory Network for Under-Display Camera Image Restoration
- CVPR 2026Ultra-Low Bitrate Perceptual Image Compression with Shallow Encoder
- CVPR 2026UltraFlux Data-Model Co-Design for High-quality Native 4K Text-to-Image Generation across
- CVPR 2026Ultrasound-CLIP Semantic-Aware Contrastive Pre-training for Ultrasound Image-Text Understanding
- CVPR 2026UNI-OOD Unified Object- and Image-level Out-of-Distribution Detection via Cross-Context Attentive
- CVPR 2026UniCompress Token Compression for Unified Vision-Language Understanding and Generation
- CVPR 2026UniDef Universal Defense Against Unauthorized Image Manipulation
- CVPR 2026Unified Customized Generation by Disentangled Reward Modeling
- CVPR 2026Unified Latent Space for Understanding and Generation via Semantic Auto-encoder
- CVPR 2026Unified Multimodal Models as Auto-Encoders
- CVPR 2026Unified Number-Free Text-to-Motion Generation Via Flow Matching
- CVPR 2026Unified Vector Floorplan Generation via Markup Representation
- CVPR 2026UniFusion A Unified Image Fusion Framework with Robust Representation and
- CVPR 2026UniGen-1.5 Enhancing Image Generation and Editing through Reward Unification in
- CVPR 2026UniGenDet A Unified Generative-Discriminative Framework for Co-Evolutionary Image Generation and
- CVPR 2026UniLDiff Unlocking the Power of Diffusion Priors for All-in-One Image
- CVPR 2026UniM A Unified Any-to-Any Interleaved Multimodal Benchmark
- CVPR 2026UniPart Part-Level 3D Generation with Unified 3D Geom-Seg Latents
- CVPR 2026UniRain Unified Image Deraining with RAG-based Dataset Distillation and Multi-objective
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。