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 1 / 3 页

1. CVPR 20253DTopia-XL: Scaling High-quality 3D Asset Generation via Primitive Diffusion
2. CVPR 2025Adapting to the Unknown: Training-Free Audio-Visual Event Perception with Dynamic Thresholds
3. CVPR 2025Adaptive Markup Language Generation for Contextually-Grounded Visual Document Understanding
4. CVPR 2025ART: Anonymous Region Transformer for Variable Multi-Layer Transparent Image Generation
5. CVPR 2025Attention Distillation: A Unified Approach to Visual Characteristics Transfer
6. CVPR 2025AudCast: Audio-Driven Human Video Generation by Cascaded Diffusion Transformers
7. CVPR 2025Audio-Visual Instance Segmentation
8. CVPR 2025Audio-Visual Semantic Graph Network for Audio-Visual Event Localization
9. CVPR 2025Autoregressive Sequential Pretraining for Visual Tracking
10. CVPR 2025AVF-MAE++: Scaling Affective Video Facial Masked Autoencoders via Efficient Audio-Visual Self-Supervised Learning
11. CVPR 2025AVQACL: A Novel Benchmark for Audio-Visual Question Answering Continual Learning
12. CVPR 2025BizGen: Advancing Article-level Visual Text Rendering for Infographics Generation
13. CVPR 2025BlockDance: Reuse Structurally Similar Spatio-Temporal Features to Accelerate Diffusion Transformers
14. CVPR 2025ByTheWay: Boost Your Text-to-Video Generation Model to Higher Quality in a Training-free Way
15. CVPR 2025CARE Transformer: Mobile-Friendly Linear Visual Transformer via Decoupled Dual Interaction
16. CVPR 2025CAV-MAE Sync: Improving Contrastive Audio-Visual Mask Autoencoders via Fine-Grained Alignment
17. CVPR 2025ChainHOI: Joint-based Kinematic Chain Modeling for Human-Object Interaction Generation
18. CVPR 2025Circumventing Shortcuts in Audio-visual Deepfake Detection Datasets with Unsupervised Learning
19. CVPR 2025Co-Speech Gesture Video Generation with Implicit Motion-Audio Entanglement
20. CVPR 2025Composing Parts for Expressive Object Generation
21. CVPR 2025Conditional Balance: Improving Multi-Conditioning Trade-Offs in Image Generation
22. CVPR 2025Contextual AD Narration with Interleaved Multimodal Sequence
23. CVPR 2025Crab: A Unified Audio-Visual Scene Understanding Model with Explicit Cooperation
24. CVPR 2025CTRL-O: Language-Controllable Object-Centric Visual Representation Learning
25. CVPR 2025Customized Condition Controllable Generation for Video Soundtrack
26. CVPR 2025DAGSM: Disentangled Avatar Generation with GS-enhanced Mesh
27. CVPR 2025DefectFill: Realistic Defect Generation with Inpainting Diffusion Model for Visual Inspection
28. CVPR 2025DefMamba: Deformable Visual State Space Model
29. CVPR 2025DiC: Rethinking Conv3x3 Designs in Diffusion Models
30. CVPR 2025Diffusion-based Realistic Listening Head Generation via Hybrid Motion Modeling
31. CVPR 2025Discovering Fine-Grained Visual-Concept Relations by Disentangled Optimal Transport Concept Bottleneck Models
32. CVPR 2025Discovering Hidden Visual Concepts Beyond Linguistic Input in Infant Learning
33. CVPR 2025DistinctAD: Distinctive Audio Description Generation in Contexts
34. CVPR 2025Doppelgangers++: Improved Visual Disambiguation with Geometric 3D Features
35. CVPR 2025Dynamic Derivation and Elimination: Audio Visual Segmentation with Enhanced Audio Semantics
36. CVPR 2025EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights
37. CVPR 2025Enhanced Contrastive Learning with Multi-view Longitudinal Data for Chest X-ray Report Generation
38. CVPR 2025Exploring Timeline Control for Facial Motion Generation
39. CVPR 2025Exploring Visual Vulnerabilities via Multi-Loss Adversarial Search for Jailbreaking Vision-Language Models
40. CVPR 2025Filter Images First, Generate Instructions Later: Pre-Instruction Data Selection for Visual Instruction Tuning
41. CVPR 2025FlashSloth : Lightning Multimodal Large Language Models via Embedded Visual Compression
42. CVPR 2025Foley-Flow: Coordinated Video-to-Audio Generation with Masked Audio-Visual Alignment and Dynamic Conditional Flows
43. CVPR 2025FreeCloth: Free-form Generation Enhances Challenging Clothed Human Modeling
44. CVPR 2025FruitNinja: 3D Object Interior Texture Generation with Gaussian Splatting
45. CVPR 2025GaussianIP: Identity-Preserving Realistic 3D Human Generation via Human-Centric Diffusion Prior
46. CVPR 2025Generalized Zero-Shot Classification via Semantics-Free Inter-Class Feature Generation
47. CVPR 2025GroupMamba: Efficient Group-Based Visual State Space Model
48. CVPR 2025Hybrid Reciprocal Transformer with Triplet Feature Alignment for Scene Graph Generation
49. CVPR 2025Improving Autoregressive Visual Generation with Cluster-Oriented Token Prediction
50. CVPR 2025INFP: Audio-Driven Interactive Head Generation in Dyadic Conversations

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。