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 94 篇,第 2 / 2 页
- CVPR 2025Mono-InternVL: Pushing the Boundaries of Monolithic Multimodal Large Language Models with Endogenous Visual Pre-training
- CVPR 2025Mono3DVLT: Monocular-Video-Based 3D Visual Language Tracking
- CVPR 2025Neuro-3D: Towards 3D Visual Decoding from EEG Signals
- CVPR 2025NVILA: Efficient Frontier Visual Language Models
- CVPR 2025Object-aware Sound Source Localization via Audio-Visual Scene Understanding
- CVPR 2025Parallelized Autoregressive Visual Generation
- CVPR 2025PhysVLM: Enabling Visual Language Models to Understand Robotic Physical Reachability
- CVPR 2025Query Efficient Black-Box Visual Prompting with Subspace Learning
- CVPR 2025Question-Aware Gaussian Experts for Audio-Visual Question Answering
- CVPR 2025R-SCoRe: Revisiting Scene Coordinate Regression for Robust Large-Scale Visual Localization
- CVPR 2025RELOCATE: A Simple Training-Free Baseline for Visual Query Localization Using Region-Based Representations
- CVPR 2025Revisiting Audio-Visual Segmentation with Vision-Centric Transformer
- CVPR 2025Robotic Visual Instruction
- CVPR 2025Robust Audio-Visual Segmentation via Audio-Guided Visual Convergent Alignment
- CVPR 2025ROCKET-1: Mastering Open-World Interaction with Visual-Temporal Context Prompting
- CVPR 2025SAM2-LOVE: Segment Anything Model 2 in Language-aided Audio-Visual Scenes
- CVPR 2025Scene-agnostic Pose Regression for Visual Localization
- CVPR 2025Seeing Speech and Sound: Distinguishing and Locating Audio Sources in Visual Scenes
- CVPR 2025ShowHowTo: Generating Scene-Conditioned Step-by-Step Visual Instructions
- CVPR 2025SkySense-O: Towards Open-World Remote Sensing Interpretation with Vision-Centric Visual-Language Modeling
- CVPR 2025Sound Bridge: Associating Egocentric and Exocentric Videos via Audio Cues
- CVPR 2025SoundVista: Novel-View Ambient Sound Synthesis via Visual-Acoustic Binding
- CVPR 2025Spectral State Space Model for Rotation-Invariant Visual Representation Learning
- CVPR 2025SPMTrack: Spatio-Temporal Parameter-Efficient Fine-Tuning with Mixture of Experts for Scalable Visual Tracking
- CVPR 2025Stop Learning it all to Mitigate Visual Hallucination, Focus on the Hallucination Target.
- CVPR 2025Supervising Sound Localization by In-the-wild Egomotion
- CVPR 2025Synthetic Visual Genome
- CVPR 2025Test-Time Visual In-Context Tuning
- CVPR 2025Towards Open-Vocabulary Audio-Visual Event Localization
- CVPR 2025TSAM: Temporal SAM Augmented with Multimodal Prompts for Referring Audio-Visual Segmentation
- CVPR 2025Uni4D: Unifying Visual Foundation Models for 4D Modeling from a Single Video
- CVPR 2025UniVAD: A Training-free Unified Model for Few-shot Visual Anomaly Detection
- CVPR 2025Unveiling Visual Perception in Language Models: An Attention Head Analysis Approach
- CVPR 2025UWAV: Uncertainty-weighted Weakly-supervised Audio-Visual Video Parsing
- CVPR 2025VASparse: Towards Efficient Visual Hallucination Mitigation via Visual-Aware Token Sparsification
- CVPR 2025VGGT: Visual Geometry Grounded Transformer
- CVPR 2025VidMuse: A Simple Video-to-Music Generation Framework with Long-Short-Term Modeling
- CVPR 2025VISTREAM: Improving Computation Efficiency of Visual Streaming Perception via Law-of-Charge-Conservation Inspired Spiking Neural Network
- CVPR 2025Visual Consensus Prompting for Co-Salient Object Detection
- CVPR 2025Visual Prompting for One-shot Controllable Video Editing without Inversion
- CVPR 2025ViUniT: Visual Unit Tests for More Robust Visual Programming
- CVPR 2025VSNet: Focusing on the Linguistic Characteristics of Sign Language
- CVPR 2025World-consistent Video Diffusion with Explicit 3D Modeling
- CVPR 2025ZeroVO: Visual Odometry with Minimal Assumptions
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。