视听生成论文趋势 2023–2026

主要结论

• 视听生成论文从 2023 年的 92 篇增长到 2026 年的 336 篇，三年间扩大到约 3.7 倍。
• CVPR 是发视听生成论文最多的会议，2023–2026 年共 383 篇，占四个会议总量的 49%。
• 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 6 篇增至 2026 年的 79 篇。
• 在「多模态生成」的 5 个主题里，它的 2026 年论文数排第 2；同组增长最快的叙事生成是 15 倍，视听生成是 3.7 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 2026Binding Visual Features Point by Point
• ICML 2026AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
• ICLR 2026AC-Foley: Reference-Audio-Guided Video-to-Audio Synthesis with Acoustic Transfer
• CVPR 2026Benchmarking Single-Factor Physical Video-to-Audio Generation
• NeurIPS 2025$\texttt{AVROBUSTBENCH}$: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time
• ICML 2025Fundamental Limits of Visual Autoregressive Transformers: Universal Approximation Abilities
• ICLR 2025AVHBench: A Cross-Modal Hallucination Benchmark for Audio-Visual Large Language Models
• CVPR 2025Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding
• NeurIPS 2024Benchmarking Generative Models on Computational Thinking Tests in Elementary Visual Programming
• ICML 2024CaRiNG: Learning Temporal Causal Representation under Non-Invertible Generation Process
• ICLR 2024Can Transformers Capture Spatial Relations between Objects?
• CVPR 2024EmoVIT: Revolutionizing Emotion Insights with Visual Instruction Tuning
• NeurIPS 20234D Panoptic Scene Graph Generation
• ICML 2023A Unified Audio-Visual Learning Framework for Localization, Separation, and Recognition
• ICLR 2023Learning to reason over visual objects
• CVPR 2023Autoregressive Visual Tracking
• NeurIPS 2026From Articulated Kinematics to Routed Visual Control for Action-Conditioned Surgical Video Generation
• ICML 2026Deep Ensemble Clustering for Visual Representation Learning
• ICLR 2026AQuA: Toward Strategic Response Generation for Ambiguous Visual Questions
• CVPR 2026Co-Me Confidence Guided Token Merging for Visual Geometric Transformers

全部视听生成论文

共 113 篇，第 2 / 3 页

51. CVPR 2025Janus: Decoupling Visual Encoding for Unified Multimodal Understanding and Generation
52. CVPR 2025KeyFace: Expressive Audio-Driven Facial Animation for Long Sequences via KeyFrame Interpolation
53. CVPR 2025Language-Guided Audio-Visual Learning for Long-Term Sports Assessment
54. CVPR 2025Language-Guided Image Tokenization for Generation
55. CVPR 2025Learning 4D Panoptic Scene Graph Generation from Rich 2D Visual Scene
56. CVPR 2025Learning to Highlight Audio by Watching Movies
57. CVPR 2025MAR-3D: Progressive Masked Auto-regressor for High-Resolution 3D Generation
58. CVPR 2025MarkushGrapher: Joint Visual and Textual Recognition of Markush Structures
59. CVPR 2025Marten: Visual Question Answering with Mask Generation for Multi-modal Document Understanding
60. CVPR 2025MC^2: Multi-concept Guidance for Customized Multi-concept Generation
61. CVPR 2025MedUnifier: Unifying Vision-and-Language Pre-training on Medical Data with Vision Generation Task using Discrete Visual Representations
62. CVPR 2025MergeVQ: A Unified Framework for Visual Generation and Representation with Disentangled Token Merging and Quantization
63. CVPR 2025Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training
64. CVPR 2025Neuro-3D: Towards 3D Visual Decoding from EEG Signals
65. CVPR 2025NVILA: Efficient Frontier Visual Language Models
66. CVPR 2025Object-aware Sound Source Localization via Audio-Visual Scene Understanding
67. CVPR 2025OmniFlow: Any-to-Any Generation with Multi-Modal Rectified Flows
68. CVPR 2025OpenHumanVid: A Large-Scale High-Quality Dataset for Enhancing Human-Centric Video Generation
69. CVPR 2025Panorama Generation From NFoV Image Done Right
70. CVPR 2025Parallelized Autoregressive Visual Generation
71. CVPR 2025PhD: A ChatGPT-Prompted Visual Hallucination Evaluation Dataset
72. CVPR 2025PhysVLM: Enabling Visual Language Models to Understand Robotic Physical Reachability
73. CVPR 2025POSTA: A Go-to Framework for Customized Artistic Poster Generation
74. CVPR 2025PosterO: Structuring Layout Trees to Enable Language Models in Generalized Content-Aware Layout Generation
75. CVPR 2025Prior Does Matter: Visual Navigation via Denoising Diffusion Bridge Models
76. CVPR 2025ProAPO: Progressively Automatic Prompt Optimization for Visual Classification
77. CVPR 2025ProxyTransformation: Preshaping Point Cloud Manifold With Proxy Attention For 3D Visual Grounding
78. CVPR 2025Question-Aware Gaussian Experts for Audio-Visual Question Answering
79. CVPR 2025RandAR: Decoder-only Autoregressive Visual Generation in Random Orders
80. CVPR 2025Reconstruction vs. Generation: Taming Optimization Dilemma in Latent Diffusion Models
81. CVPR 2025Relation-Rich Visual Document Generator for Visual Information Extraction
82. CVPR 2025RELOCATE: A Simple Training-Free Baseline for Visual Query Localization Using Region-Based Representations
83. CVPR 2025Revisiting Audio-Visual Segmentation with Vision-Centric Transformer
84. CVPR 2025Robotic Visual Instruction
85. CVPR 2025Robust Audio-Visual Segmentation via Audio-Guided Visual Convergent Alignment
86. CVPR 2025ROICtrl: Boosting Instance Control for Visual Generation
87. CVPR 2025SAM2-LOVE: Segment Anything Model 2 in Language-aided Audio-Visual Scenes
88. CVPR 2025Seeing What Matters: Empowering CLIP with Patch Generation-to-Selection
89. CVPR 2025Self-Evolving Visual Concept Library using Vision-Language Critics
90. CVPR 2025ShowHowTo: Generating Scene-Conditioned Step-by-Step Visual Instructions
91. CVPR 2025Silence is Golden: Leveraging Adversarial Examples to Nullify Audio Control in LDM-based Talking-Head Generation
92. CVPR 2025SketchAgent: Language-Driven Sequential Sketch Generation
93. CVPR 2025Sonic: Shifting Focus to Global Audio Perception in Portrait Animation
94. CVPR 2025SoundVista: Novel-View Ambient Sound Synthesis via Visual-Acoustic Binding
95. CVPR 2025Stop Learning it all to Mitigate Visual Hallucination, Focus on the Hallucination Target.
96. CVPR 2025Symmetry Strikes Back: From Single-Image Symmetry Detection to 3D Generation
97. CVPR 2025Synchronized Video-to-Audio Generation via Mel Quantization-Continuum Decomposition
98. CVPR 2025Teller: Real-Time Streaming Audio-Driven Portrait Animation with Autoregressive Motion Generation
99. CVPR 2025Towards General Visual-Linguistic Face Forgery Detection
100. CVPR 2025Towards Open-Vocabulary Audio-Visual Event Localization

常见问题

2023–2026 年四大会议一共有多少篇视听生成论文？

共 780 篇，按年份分别是 2023 年 92 篇、2024 年 131 篇、2025 年 221 篇、2026 年 336 篇。

NeurIPS 2026 有多少篇视听生成论文？

NeurIPS 2026 有 84 篇视听生成论文，上一届是 57 篇。

ICLR 2026 有多少篇视听生成论文？

ICLR 2026 有 64 篇视听生成论文，上一届是 32 篇。

ICML 2026 有多少篇视听生成论文？

ICML 2026 有 39 篇视听生成论文，上一届是 19 篇。

CVPR 2026 有多少篇视听生成论文？

CVPR 2026 有 149 篇视听生成论文，上一届是 113 篇。

哪个会议的视听生成论文最多？

CVPR，2023–2026 年共 383 篇。