语音合成论文趋势 2023–2026
TTS 与声码器
统计范围:NeurIPS、ICLR、ICML、CVPR 四个会议,2023–2026 年,共 621 篇被归入该主题的论文。
主要结论
- 语音合成论文从 2023 年的 125 篇增长到 2026 年的 200 篇,三年间扩大到约 1.6 倍。
- NeurIPS 是发语音合成论文最多的会议,2023–2026 年共 204 篇,占四个会议总量的 33%。
- 交叉方向里涨得最快的是目标检测:同时属于两个主题的论文从 2023 年的 1 篇增至 2026 年的 10 篇。
- 在「语音与音频」的 5 个主题里,它的 2026 年论文数排第 2;同组增长最快的音频生成是 4.3 倍,语音合成是 1.6 倍。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 54 | 22 | 26 | 23 | 125 |
| 2024 | 38 | 26 | 21 | 60 | 145 |
| 2025 | 45 | 32 | 16 | 58 | 151 |
| 2026 | 67 | 43 | 36 | 54 | 200 |
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 2026CAPER: Clause-Aligned Process Supervision for Text-to-SQL
- ICML 2026Black-Box Detection of LLM-Generated Text Using Generalized Jensen Shannon Divergence
- ICLR 2026CSRv2: Unlocking Ultra-Sparse Embeddings
- CVPR 2026Aligning Text Images and 3D Structure Token-by-Token
- NeurIPS 2025AdaDetectGPT: Adaptive Detection of LLM-Generated Text with Statistical Guarantees
- ICML 2025How to Synthesize Text Data without Model Collapse?
- ICLR 2025AI as Humanity’s Salieri: Quantifying Linguistic Creativity of Language Models via Systematic Attribution of Machine Text against Web Text
- CVPR 2025AMO Sampler: Enhancing Text Rendering with Overshooting
- NeurIPS 2024SM3-Text-to-Query: Synthetic Multi-Model Medical Text-to-Query Benchmark
- ICML 2024Adaptive Text Watermark for Large Language Models
- ICLR 2024Are Models Biased on Text without Gender-related Language?
- CVPR 2024Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction
- NeurIPS 2023[Re] Pure Noise to the Rescue of Insufficient Data
- ICML 2023Approximation and Estimation Ability of Transformers for Sequence-to-Sequence Functions with Infinite Dimensional Input
- ICLR 2023Bag of Tricks for Unsupervised Text-to-Speech
- CVPR 20233D Highlighter: Localizing Regions on 3D Shapes via Text Descriptions
- NeurIPS 2026DiffScore: Text Evaluation Beyond Autoregressive Likelihood
- ICML 2026CoCoEmo: Composable and Controllable Human-Like Emotional TTS via Activation Steering
- ICLR 2026DrVoice: Parallel Speech-Text Voice Conversation Model via Dual-Resolution Speech Representations
- CVPR 2026Learning complete and explainable visual representations from itemized text supervision
全部语音合成论文
共 58 篇,第 1 / 2 页
- CVPR 2025Accurate Scene Text Recognition with Efficient Model Scaling and Cloze Self-Distillation
- CVPR 2025Acquire and then Adapt: Squeezing out Text-to-Image Model for Image Restoration
- CVPR 2025AMO Sampler: Enhancing Text Rendering with Overshooting
- CVPR 2025ATA: Adaptive Transformation Agent for Text-Guided Subject-Position Variable Background Inpainting
- CVPR 2025AToM: Aligning Text-to-Motion Model at Event-Level with GPT-4Vision Reward
- CVPR 2025CMMLoc: Advancing Text-to-PointCloud Localization with Cauchy-Mixture-Model Based Framework
- CVPR 2025CompGS: Unleashing 2D Compositionality for Compositional Text-to-3D via Dynamically Optimizing 3D Gaussians
- CVPR 2025CoSER: Towards Consistent Dense Multiview Text-to-Image Generator for 3D Creation
- CVPR 2025Domain Generalization in CLIP via Learning with Diverse Text Prompts
- CVPR 2025DreamText: High Fidelity Scene Text Synthesis
- CVPR 2025Escaping Plato's Cave: Towards the Alignment of 3D and Text Latent Spaces
- CVPR 2025Exploring Sparse MoE in GANs for Text-conditioned Image Synthesis
- CVPR 2025FineLIP: Extending CLIP's Reach via Fine-Grained Alignment with Longer Text Inputs
- CVPR 2025FlipSketch: Flipping Static Drawings to Text-Guided Sketch Animations
- CVPR 2025Hierarchical Adaptive Filtering Network for Text Image Specular Highlight Removal
- CVPR 2025HOP: Heterogeneous Topology-based Multimodal Entanglement for Co-Speech Gesture Generation
- CVPR 2025IDEA: Inverted Text with Cooperative Deformable Aggregation for Multi-modal Object Re-Identification
- CVPR 2025Implicit Bias Injection Attacks against Text-to-Image Diffusion Models
- CVPR 2025MANTA: A Large-Scale Multi-View and Visual-Text Anomaly Detection Dataset for Tiny Objects
- CVPR 2025MARVEL-40M+: Multi-Level Visual Elaboration for High-Fidelity Text-to-3D Content Creation
- CVPR 2025MetaWriter: Personalized Handwritten Text Recognition Using Meta-Learned Prompt Tuning
- CVPR 2025Modeling Thousands of Human Annotators for Generalizable Text-to-Image Person Re-identification
- CVPR 2025Morpheus: Text-Driven 3D Gaussian Splat Shape and Color Stylization
- CVPR 2025MotiF: Making Text Count in Image Animation with Motion Focal Loss
- CVPR 2025MTADiffusion: Mask Text Alignment Diffusion Model for Object Inpainting
- CVPR 2025Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation
- CVPR 2025Multitwine: Multi-Object Compositing with Text and Layout Control
- CVPR 2025MVPortrait: Text-Guided Motion and Emotion Control for Multi-view Vivid Portrait Animation
- CVPR 2025Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models
- CVPR 2025On the Generalization of Handwritten Text Recognition Models
- CVPR 2025One-Way Ticket: Time-Independent Unified Encoder for Distilling Text-to-Image Diffusion Models
- CVPR 2025PQPP: A Joint Benchmark for Text-to-Image Prompt and Query Performance Prediction
- CVPR 2025Prompt2Perturb (P2P): Text-Guided Diffusion-Based Adversarial Attack on Breast Ultrasound Images
- CVPR 2025Recognition-Synergistic Scene Text Editing
- CVPR 2025Retaining Knowledge and Enhancing Long-Text Representations in CLIP through Dual-Teacher Distillation
- CVPR 2025Scaling Down Text Encoders of Text-to-Image Diffusion Models
- CVPR 2025See Further When Clear: Curriculum Consistency Model
- CVPR 2025Seek Common Ground While Reserving Differences: Semi-Supervised Image-Text Sentiment Recognition
- CVPR 2025SemiETS: Integrating Spatial and Content Consistencies for Semi-Supervised End-to-end Text Spotting
- CVPR 2025Shape My Moves: Text-Driven Shape-Aware Synthesis of Human Motions
- CVPR 2025ShapeWords: Guiding Text-to-Image Synthesis with 3D Shape-Aware Prompts
- CVPR 2025Silent Branding Attack: Trigger-free Data Poisoning Attack on Text-to-Image Diffusion Models
- CVPR 2025SimMotionEdit: Text-Based Human Motion Editing with Motion Similarity Prediction
- CVPR 2025Six-CD: Benchmarking Concept Removals for Text-to-image Diffusion Models
- CVPR 2025SleeperMark: Towards Robust Watermark against Fine-Tuning Text-to-image Diffusion Models
- CVPR 2025SnapGen: Taming High-Resolution Text-to-Image Models for Mobile Devices with Efficient Architectures and Training
- CVPR 2025STEPS: Sequential Probability Tensor Estimation for Text-to-Image Hard Prompt Search
- CVPR 2025STEREO: A Two-Stage Framework for Adversarially Robust Concept Erasing from Text-to-Image Diffusion Models
- CVPR 2025Style-Editor: Text-driven Object-centric Style Editing
- CVPR 2025StyleStudio: Text-Driven Style Transfer with Selective Control of Style Elements
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 查语音合成在 NeurIPS 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": "text-to-speech"}
常见问题
- 2023–2026 年四大会议一共有多少篇语音合成论文?
- 共 621 篇,按年份分别是 2023 年 125 篇、2024 年 145 篇、2025 年 151 篇、2026 年 200 篇。
- NeurIPS 2026 有多少篇语音合成论文?
- NeurIPS 2026 有 67 篇语音合成论文,上一届是 45 篇。
- ICLR 2026 有多少篇语音合成论文?
- ICLR 2026 有 43 篇语音合成论文,上一届是 32 篇。
- ICML 2026 有多少篇语音合成论文?
- ICML 2026 有 36 篇语音合成论文,上一届是 16 篇。
- CVPR 2026 有多少篇语音合成论文?
- CVPR 2026 有 54 篇语音合成论文,上一届是 58 篇。
- 哪个会议的语音合成论文最多?
- NeurIPS,2023–2026 年共 204 篇。