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 195 篇，第 3 / 4 页

101. CVPR 2025STEPS: Sequential Probability Tensor Estimation for Text-to-Image Hard Prompt Search
102. CVPR 2025STEREO: A Two-Stage Framework for Adversarially Robust Concept Erasing from Text-to-Image Diffusion Models
103. CVPR 2025Style-Editor: Text-driven Object-centric Style Editing
104. CVPR 2025StyleStudio: Text-Driven Style Transfer with Selective Control of Style Elements
105. CVPR 2025Text-Driven Fashion Image Editing with Compositional Concept Learning and Counterfactual Abduction
106. CVPR 2025Text-guided Sparse Voxel Pruning for Efficient 3D Visual Grounding
107. CVPR 2025The Illusion of Unlearning: The Unstable Nature of Machine Unlearning in Text-to-Image Diffusion Models
108. CVPR 2025Towards Improved Text-Aligned Codebook Learning: Multi-Hierarchical Codebook-Text Alignment with Long Text
109. CVPR 2025TurboFill: Adapting Few-step Text-to-image Model for Fast Image Inpainting
110. CVPR 2025VerbDiff: Text-Only Diffusion Models with Enhanced Interaction Awareness
111. CVPR 2025Wav2Sem: Plug-and-Play Audio Semantic Decoupling for 3D Speech-Driven Facial Animation
112. CVPR 2025Words or Vision: Do Vision-Language Models Have Blind Faith in Text?
113. CVPR 2024A Picture is Worth More Than 77 Text Tokens: Evaluating CLIP-Style Models on Dense Captions
114. CVPR 2024An Empirical Study of Scaling Law for Scene Text Recognition
115. CVPR 2024ArtAdapter: Text-to-Image Style Transfer using Multi-Level Style Encoder and Explicit Adaptation
116. CVPR 2024Beyond Text: Frozen Large Language Models in Visual Signal Comprehension
117. CVPR 2024BOTH2Hands: Inferring 3D Hands from Both Text Prompts and Body Dynamics
118. CVPR 2024Bridging the Gap Between End-to-End and Two-Step Text Spotting
119. CVPR 2024CapsFusion: Rethinking Image-Text Data at Scale
120. CVPR 2024Choose What You Need: Disentangled Representation Learning for Scene Text Recognition Removal and Editing
121. CVPR 2024Codebook Transfer with Part-of-Speech for Vector-Quantized Image Modeling
122. CVPR 2024CONFORM: Contrast is All You Need for High-Fidelity Text-to-Image Diffusion Models
123. CVPR 2024Control4D: Efficient 4D Portrait Editing with Text
124. CVPR 2024ConvoFusion: Multi-Modal Conversational Diffusion for Co-Speech Gesture Synthesis
125. CVPR 2024CosmicMan: A Text-to-Image Foundation Model for Humans
126. CVPR 2024Cross Initialization for Face Personalization of Text-to-Image Models
127. CVPR 2024DiffAgent: Fast and Accurate Text-to-Image API Selection with Large Language Model
128. CVPR 2024Diffusion-based Blind Text Image Super-Resolution
129. CVPR 2024Emotional Speech-driven 3D Body Animation via Disentangled Latent Diffusion
130. CVPR 2024Enhancing 3D Fidelity of Text-to-3D using Cross-View Correspondences
131. CVPR 2024Faces that Speak: Jointly Synthesising Talking Face and Speech from Text
132. CVPR 2024FakeInversion: Learning to Detect Images from Unseen Text-to-Image Models by Inverting Stable Diffusion
133. CVPR 2024Generating Human Motion in 3D Scenes from Text Descriptions
134. CVPR 2024Grounded Text-to-Image Synthesis with Attention Refocusing
135. CVPR 2024Harnessing the Power of MLLMs for Transferable Text-to-Image Person ReID
136. CVPR 2024HyperDreamBooth: HyperNetworks for Fast Personalization of Text-to-Image Models
137. CVPR 2024Improved Zero-Shot Classification by Adapting VLMs with Text Descriptions
138. CVPR 2024InitNO: Boosting Text-to-Image Diffusion Models via Initial Noise Optimization
139. CVPR 2024InNeRF360: Text-Guided 3D-Consistent Object Inpainting on 360-degree Neural Radiance Fields
140. CVPR 2024Kernel Adaptive Convolution for Scene Text Detection via Distance Map Prediction
141. CVPR 2024Layout-Agnostic Scene Text Image Synthesis with Diffusion Models
142. CVPR 2024LayoutFormer: Hierarchical Text Detection Towards Scene Text Understanding
143. CVPR 2024Learning Adaptive Spatial Coherent Correlations for Speech-Preserving Facial Expression Manipulation
144. CVPR 2024LeftRefill: Filling Right Canvas based on Left Reference through Generalized Text-to-Image Diffusion Model
145. CVPR 2024Make-It-Vivid: Dressing Your Animatable Biped Cartoon Characters from Text
146. CVPR 2024MetaCloak: Preventing Unauthorized Subject-driven Text-to-image Diffusion-based Synthesis via Meta-learning
147. CVPR 2024MMA-Diffusion: MultiModal Attack on Diffusion Models
148. CVPR 2024MobileCLIP: Fast Image-Text Models through Multi-Modal Reinforced Training
149. CVPR 2024Monkey: Image Resolution and Text Label Are Important Things for Large Multi-modal Models
150. CVPR 2024Multi-modal In-Context Learning Makes an Ego-evolving Scene Text Recognizer

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。