语音合成论文趋势 2023–2026

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。

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 60 篇，第 1 / 2 页

1. CVPR 2024A Picture is Worth More Than 77 Text Tokens: Evaluating CLIP-Style Models on Dense Captions
2. CVPR 2024An Empirical Study of Scaling Law for Scene Text Recognition
3. CVPR 2024ArtAdapter: Text-to-Image Style Transfer using Multi-Level Style Encoder and Explicit Adaptation
4. CVPR 2024Beyond Text: Frozen Large Language Models in Visual Signal Comprehension
5. CVPR 2024BOTH2Hands: Inferring 3D Hands from Both Text Prompts and Body Dynamics
6. CVPR 2024Bridging the Gap Between End-to-End and Two-Step Text Spotting
7. CVPR 2024CapsFusion: Rethinking Image-Text Data at Scale
8. CVPR 2024Choose What You Need: Disentangled Representation Learning for Scene Text Recognition Removal and Editing
9. CVPR 2024Codebook Transfer with Part-of-Speech for Vector-Quantized Image Modeling
10. CVPR 2024CONFORM: Contrast is All You Need for High-Fidelity Text-to-Image Diffusion Models
11. CVPR 2024Control4D: Efficient 4D Portrait Editing with Text
12. CVPR 2024ConvoFusion: Multi-Modal Conversational Diffusion for Co-Speech Gesture Synthesis
13. CVPR 2024CosmicMan: A Text-to-Image Foundation Model for Humans
14. CVPR 2024Cross Initialization for Face Personalization of Text-to-Image Models
15. CVPR 2024DiffAgent: Fast and Accurate Text-to-Image API Selection with Large Language Model
16. CVPR 2024Diffusion-based Blind Text Image Super-Resolution
17. CVPR 2024Emotional Speech-driven 3D Body Animation via Disentangled Latent Diffusion
18. CVPR 2024Enhancing 3D Fidelity of Text-to-3D using Cross-View Correspondences
19. CVPR 2024Faces that Speak: Jointly Synthesising Talking Face and Speech from Text
20. CVPR 2024FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion
21. CVPR 2024Generating Human Motion in 3D Scenes from Text Descriptions
22. CVPR 2024Grounded Text-to-Image Synthesis with Attention Refocusing
23. CVPR 2024Harnessing the Power of MLLMs for Transferable Text-to-Image Person ReID
24. CVPR 2024HyperDreamBooth: HyperNetworks for Fast Personalization of Text-to-Image Models
25. CVPR 2024Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions
26. CVPR 2024InitNO: Boosting Text-to-Image Diffusion Models via Initial Noise Optimization
27. CVPR 2024InNeRF360: Text-Guided 3D-Consistent Object Inpainting on 360-degree Neural Radiance Fields
28. CVPR 2024Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction
29. CVPR 2024Layout-Agnostic Scene Text Image Synthesis with Diffusion Models
30. CVPR 2024LayoutFormer: Hierarchical Text Detection Towards Scene Text Understanding
31. CVPR 2024Learning Adaptive Spatial Coherent Correlations for Speech-Preserving Facial Expression Manipulation
32. CVPR 2024LeftRefill: Filling Right Canvas based on Left Reference through Generalized Text-to-Image Diffusion Model
33. CVPR 2024Make-It-Vivid: Dressing Your Animatable Biped Cartoon Characters from Text
34. CVPR 2024MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Diffusion-based Synthesis via Meta-learning
35. CVPR 2024MMA-Diffusion: MultiModal Attack on Diffusion Models
36. CVPR 2024MobileCLIP: Fast Image-Text Models through Multi-Modal Reinforced Training
37. CVPR 2024Monkey: Image Resolution and Text Label Are Important Things for Large Multi-modal Models
38. CVPR 2024Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer
39. CVPR 2024Neural Sign Actors: A Diffusion Model for 3D Sign Language Production from Text
40. CVPR 2024Noisy-Correspondence Learning for Text-to-Image Person Re-identification
41. CVPR 2024OmniParser: A Unified Framework for Text Spotting Key Information Extraction and Table Recognition
42. CVPR 2024OTE: Exploring Accurate Scene Text Recognition Using One Token
43. CVPR 2024Paint-it: Text-to-Texture Synthesis via Deep Convolutional Texture Map Optimization and Physically-Based Rendering
44. CVPR 2024PairAug: What Can Augmented Image-Text Pairs Do for Radiology?
45. CVPR 2024PIA: Your Personalized Image Animator via Plug-and-Play Modules in Text-to-Image Models
46. CVPR 2024Prompting Hard or Hardly Prompting: Prompt Inversion for Text-to-Image Diffusion Models
47. CVPR 2024RichDreamer: A Generalizable Normal-Depth Diffusion Model for Detail Richness in Text-to-3D
48. CVPR 2024Selectively Informative Description can Reduce Undesired Embedding Entanglements in Text-to-Image Personalization
49. CVPR 2024SwiftBrush: One-Step Text-to-Image Diffusion Model with Variational Score Distillation
50. CVPR 2024TeMO: Towards Text-Driven 3D Stylization for Multi-Object Meshes

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。