视听学习论文趋势 2023–2026
音视频联合建模
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 790 篇被归入该主题的论文。
主要结论
- 视听学习论文从 2023 年的 158 篇增长到 2026 年的 282 篇，三年间扩大到约 1.8 倍。
- CVPR 是发视听学习论文最多的会议，2023–2026 年共 402 篇，占四个会议总量的 51%。
- 交叉方向里涨得最快的是扩散模型：同时属于两个主题的论文从 2023 年的 2 篇增至 2026 年的 19 篇。
- 在「语音与音频」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的音频生成是 4.3 倍，视听学习是 1.8 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 48 | 20 | 12 | 78 | 158 |
| 2024 | 33 | 19 | 20 | 88 | 160 |
| 2025 | 56 | 30 | 10 | 94 | 190 |
| 2026 | 69 | 39 | 32 | 142 | 282 |
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 2026A Training-Free Video Moment Retrieval Framework via Selection from Multiple Visual Prompts
- ICML 2026AVI-Bench: Toward Human-like Audio-Visual Intelligence of Omni-MLLMs
- ICLR 2026AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration
- CVPR 2026AVFakeBench A Comprehensive Audio-Video Forgery Detection Benchmark for AV-LMMs
- NeurIPS 2025$\texttt{AVROBUSTBENCH}$: Benchmarking the Robustness of Audio-Visual Recognition Models at Test-Time
- ICML 2025Token Coordinated Prompt Attention is Needed for Visual Prompting
- ICLR 2025AVHBench: A Cross-Modal Hallucination Benchmark for Audio-Visual Large Language Models
- CVPR 2025A Distractor-Aware Memory for Visual Object Tracking with SAM2
- NeurIPS 2024Benchmarking Out-of-Distribution Generalization Capabilities of DNN-based Encoding Models for the Ventral Visual Cortex.
- ICML 2024EquiAV: Leveraging Equivariance for Audio-Visual Contrastive Learning
- ICLR 2024Can Transformers Capture Spatial Relations between Objects?
- CVPR 2024DiVa-360: The Dynamic Visual Dataset for Immersive Neural Fields
- NeurIPS 2023Are Vision Transformers More Data Hungry Than Newborn Visual Systems?
- ICML 2023A Unified Audio-Visual Learning Framework for Localization, Separation, and Recognition
- ICLR 2023A Control-Centric Benchmark for Video Prediction
- CVPR 2023An Empirical Study of End-to-End Video-Language Transformers With Masked Visual Modeling
- NeurIPS 2026AdaCodec: A Predictive Visual Code for Video MLLMs
- ICML 2026EchoingPixels: Aliasing-Resistant Joint Token Reduction for Audio-Visual LLMs
- ICLR 2026Depth Anything 3: Recovering the Visual Space from Any Views
- CVPR 2026Co-Me Confidence Guided Token Merging for Visual Geometric Transformers
全部视听学习论文
共 88 篇，第 2 / 2 页
- CVPR 2024Multi-Modal Proxy Learning Towards Personalized Visual Multiple Clustering
- CVPR 2024Multiview Aerial Visual RECognition (MAVREC): Can Multi-view Improve Aerial Visual Perception?
- CVPR 2024NeRF Analogies: Example-Based Visual Attribute Transfer for NeRFs
- CVPR 2024Neural Clustering based Visual Representation Learning
- CVPR 2024Novel Class Discovery for Ultra-Fine-Grained Visual Categorization
- CVPR 2024On the Estimation of Image-matching Uncertainty in Visual Place Recognition
- CVPR 2024OpenStreetView-5M: The Many Roads to Global Visual Geolocation
- CVPR 2024Optimal Transport Aggregation for Visual Place Recognition
- CVPR 2024ParameterNet: Parameters Are All You Need for Large-scale Visual Pretraining of Mobile Networks
- CVPR 2024PerceptionGPT: Effectively Fusing Visual Perception into LLM
- CVPR 2024Point2RBox: Combine Knowledge from Synthetic Visual Patterns for End-to-end Oriented Object Detection with Single Point Supervision
- CVPR 2024Probing the 3D Awareness of Visual Foundation Models
- CVPR 2024Quilt-LLaVA: Visual Instruction Tuning by Extracting Localized Narratives from Open-Source Histopathology Videos
- CVPR 2024Real Acoustic Fields: An Audio-Visual Room Acoustics Dataset and Benchmark
- CVPR 2024SchurVINS: Schur Complement-Based Lightweight Visual Inertial Navigation System
- CVPR 2024Seeing and Hearing: Open-domain Visual-Audio Generation with Diffusion Latent Aligners
- CVPR 2024Seeing the Unseen: Visual Common Sense for Semantic Placement
- CVPR 2024SUGAR: Pre-training 3D Visual Representations for Robotics
- CVPR 2024SuperPrimitive: Scene Reconstruction at a Primitive Level
- CVPR 2024T-VSL: Text-Guided Visual Sound Source Localization in Mixtures
- CVPR 2024TCP:Textual-based Class-aware Prompt tuning for Visual-Language Model
- CVPR 2024The Audio-Visual Conversational Graph: From an Egocentric-Exocentric Perspective
- CVPR 2024TIM: A Time Interval Machine for Audio-Visual Action Recognition
- CVPR 2024Towards More Unified In-context Visual Understanding
- CVPR 2024U-VAP: User-specified Visual Appearance Personalization via Decoupled Self Augmentation
- CVPR 2024UniGarmentManip: A Unified Framework for Category-Level Garment Manipulation via Dense Visual Correspondence
- CVPR 2024Unraveling Instance Associations: A Closer Look for Audio-Visual Segmentation
- CVPR 2024Unveiling the Power of Audio-Visual Early Fusion Transformers with Dense Interactions through Masked Modeling
- CVPR 2024VGGSfM: Visual Geometry Grounded Deep Structure From Motion
- CVPR 2024Viewpoint-Aware Visual Grounding in 3D Scenes
- CVPR 2024VILA: On Pre-training for Visual Language Models
- CVPR 2024ViP-LLaVA: Making Large Multimodal Models Understand Arbitrary Visual Prompts
- CVPR 2024VISTA-LLAMA: Reducing Hallucination in Video Language Models via Equal Distance to Visual Tokens
- CVPR 2024Visual Anagrams: Generating Multi-View Optical Illusions with Diffusion Models
- CVPR 2024Visual In-Context Prompting
- CVPR 2024Visual Objectification in Films: Towards a New AI Task for Video Interpretation
- CVPR 2024VRP-SAM: SAM with Visual Reference Prompt
- CVPR 2024Weakly-Supervised Audio-Visual Video Parsing with Prototype-based Pseudo-Labeling
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 查视听学习在 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": "audio-visual-learning"}
常见问题
- 2023–2026 年四大会议一共有多少篇视听学习论文？
- 共 790 篇，按年份分别是 2023 年 158 篇、2024 年 160 篇、2025 年 190 篇、2026 年 282 篇。
- NeurIPS 2026 有多少篇视听学习论文？
- NeurIPS 2026 有 69 篇视听学习论文，上一届是 56 篇。
- ICLR 2026 有多少篇视听学习论文？
- ICLR 2026 有 39 篇视听学习论文，上一届是 30 篇。
- ICML 2026 有多少篇视听学习论文？
- ICML 2026 有 32 篇视听学习论文，上一届是 10 篇。
- CVPR 2026 有多少篇视听学习论文？
- CVPR 2026 有 142 篇视听学习论文，上一届是 94 篇。
- 哪个会议的视听学习论文最多？
- CVPR，2023–2026 年共 402 篇。