分割论文趋势 2023–2026

主要结论

• 分割论文从 2023 年的 251 篇增长到 2026 年的 265 篇，三年间扩大到约 1.1 倍。
• CVPR 是发分割论文最多的会议，2023–2026 年共 647 篇，占四个会议总量的 63%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 36 篇增至 2026 年的 72 篇。
• 在「计算机视觉」的 5 个主题里，它的 2026 年论文数排第 5；同组增长最快的视频理解是 2.6 倍，分割是 1.1 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 2026A probabilistic model of visual segmentation explains early visual cortical dynamics
• ICML 2026SEMIR: Semantic Minor-Induced Representation Learning on Graphs for Visual Segmentation
• ICLR 2026ARINBEV: Bird's-Eye View Layout Estimation with Conditional Autoregressive Model
• CVPR 2026Annotation-Efficient Coreset Selection for Context-dependent Segmentation
• NeurIPS 2025$\epsilon$-Seg: Sparsely Supervised Semantic Segmentation of Microscopy Data
• ICML 2025GraphCL: Graph-based Clustering for Semi-Supervised Medical Image Segmentation
• ICLR 2025ADAPT: Attentive Self-Distillation and Dual-Decoder Prediction Fusion for Continual Panoptic Segmentation
• CVPR 20253D Dental Model Segmentation with Geometrical Boundary Preserving
• NeurIPS 2024Archaeoscape: Bringing Aerial Laser Scanning Archaeology to the Deep Learning Era
• ICML 2024BLO-SAM: Bi-level Optimization Based Finetuning of the Segment Anything Model for Overfitting-Preventing Semantic Segmentation
• ICLR 2024Diving Segmentation Model into Pixels
• CVPR 2024DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative Data
• NeurIPS 20233D Indoor Instance Segmentation in an Open-World
• ICML 2023CLUSTSEG: Clustering for Universal Segmentation
• ICLR 20233D Segmenter: 3D Transformer based Semantic Segmentation via 2D Panoramic Distillation
• CVPR 2023A Generalized Framework for Video Instance Segmentation
• NeurIPS 2026Adaptive Residual Quantization for Memory-Efficient Temporal Action Segmentation
• ICML 2026SCRWKV: Ultra-Compact Structure-Calibrated Vision-RWKV for Topological Crack Segmentation
• ICLR 2026CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition
• CVPR 2026Better Stronger Faster Tackling the Trilemma in MLLM-based Segmentation with

全部分割论文

共 230 篇，第 3 / 5 页

101. NeurIPS 2025Pancakes: Consistent Multi-Protocol Image Segmentation Across Biomedical Domains
102. NeurIPS 2025PanTS: The Pancreatic Tumor Segmentation Dataset
103. NeurIPS 2025RankSEG-RMA: An Efficient Segmentation Algorithm via Reciprocal Moment Approximation
104. NeurIPS 2025Re-coding for Uncertainties: Edge-awareness Semantic Concordance for Resilient Event-RGB Segmentation
105. NeurIPS 2025Reasoning Beyond Points: A Visual Introspective Approach for Few-Shot 3D Segmentation
106. NeurIPS 2025RESAnything: Attribute Prompting for Arbitrary Referring Segmentation
107. NeurIPS 2025Robust Egocentric Referring Video Object Segmentation via Dual-Modal Causal Intervention
108. NeurIPS 2025SaFiRe: Saccade-Fixation Reiteration with Mamba for Referring Image Segmentation
109. NeurIPS 2025Sample-Efficient Multi-Round Generative Data Augmentation for Long-Tail Instance Segmentation
110. NeurIPS 2025SANSA: Unleashing the Hidden Semantics in SAM2 for Few-Shot Segmentation
111. NeurIPS 2025Scaling Data-Driven Probabilistic Robustness Analysis for Semantic Segmentation Neural Networks
112. NeurIPS 2025Searching Efficient Semantic Segmentation Architectures via Dynamic Path Selection
113. NeurIPS 2025Seg2Any: Open-set Segmentation-Mask-to-Image Generation with Precise Shape and Semantic Control
114. NeurIPS 2025SegGraph: Leveraging Graphs of SAM Segments for Few-Shot 3D Part Segmentation
115. NeurIPS 2025Segment Anything Model Meets Semi-supervised Medical Image Segmentation: A Novel Perspective
116. NeurIPS 2025Segment then Splat: Unified 3D Open-Vocabulary Segmentation via Gaussian Splatting
117. NeurIPS 2025Spiral: Semantic-Aware Progressive LiDAR Scene Generation and Understanding
118. NeurIPS 2025Stratify or Die: Rethinking Data Splits in Image Segmentation
119. NeurIPS 2025Toward Interpretable Evaluation Measures for Time Series Segmentation
120. NeurIPS 2025Towards Generalizable Retina Vessel Segmentation with Deformable Graph Priors
121. NeurIPS 2025Towards Robust Pseudo-Label Learning in Semantic Segmentation: An Encoding Perspective
122. NeurIPS 2025Towards Unsupervised Domain Bridging via Image Degradation in Semantic Segmentation
123. NeurIPS 2025Transformers Learn Faster with Semantic Focus
124. NeurIPS 2025UniMRSeg: Unified Modality-Relax Segmentation via Hierarchical Self-Supervised Compensation
125. NeurIPS 2025VoxDet: Rethinking 3D Semantic Scene Completion as Dense Object Detection
126. NeurIPS 2025VQ-Seg: Vector-Quantized Token Perturbation for Semi-Supervised Medical Image Segmentation
127. NeurIPS 2024A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation
128. NeurIPS 2024A Simple Image Segmentation Framework via In-Context Examples
129. NeurIPS 2024A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation
130. NeurIPS 2024A Unified Framework for 3D Scene Understanding
131. NeurIPS 2024AdaPKC: PeakConv with Adaptive Peak Receptive Field for Radar Semantic Segmentation
132. NeurIPS 2024Archaeoscape: Bringing Aerial Laser Scanning Archaeology to the Deep Learning Era
133. NeurIPS 2024Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification
134. NeurIPS 2024AUCSeg: AUC-oriented Pixel-level Long-tail Semantic Segmentation
135. NeurIPS 2024Automated Label Unification for Multi-Dataset Semantic Segmentation with GNNs
136. NeurIPS 2024Boosting Weakly Supervised Referring Image Segmentation via Progressive Comprehension
137. NeurIPS 2024Bridge the Points: Graph-based Few-shot Segment Anything Semantically
138. NeurIPS 2024CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation
139. NeurIPS 2024Connectivity-Driven Pseudo-Labeling Makes Stronger Cross-Domain Segmenters
140. NeurIPS 2024Continuous Spatiotemporal Events Decoupling through Spike-based Bayesian Computation
141. NeurIPS 2024CoSW: Conditional Sample Weighting for Smoke Segmentation with Label Noise
142. NeurIPS 2024DI-MaskDINO: A Joint Object Detection and Instance Segmentation Model
143. NeurIPS 2024DiffCut: Catalyzing Zero-Shot Semantic Segmentation with Diffusion Features and Recursive Normalized Cut
144. NeurIPS 2024Distribution Guidance Network for Weakly Supervised Point Cloud Semantic Segmentation
145. NeurIPS 2024E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation
146. NeurIPS 2024Efficient Temporal Action Segmentation via Boundary-aware Query Voting
147. NeurIPS 2024End-to-End Video Semantic Segmentation in Adverse Weather using Fusion Blocks and Temporal-Spatial Teacher-Student Learning
148. NeurIPS 2024Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation
149. NeurIPS 2024Federated Black-Box Adaptation for Semantic Segmentation
150. NeurIPS 2024Flaws can be Applause: Unleashing Potential of Segmenting Ambiguous Objects in SAM

常见问题

2023–2026 年四大会议一共有多少篇分割论文？

共 1,034 篇，按年份分别是 2023 年 251 篇、2024 年 269 篇、2025 年 249 篇、2026 年 265 篇。

NeurIPS 2026 有多少篇分割论文？

NeurIPS 2026 有 60 篇分割论文，上一届是 66 篇。

ICLR 2026 有多少篇分割论文？

ICLR 2026 有 26 篇分割论文，上一届是 26 篇。

ICML 2026 有多少篇分割论文？

ICML 2026 有 25 篇分割论文，上一届是 17 篇。

CVPR 2026 有多少篇分割论文？

CVPR 2026 有 154 篇分割论文，上一届是 140 篇。

哪个会议的分割论文最多？

CVPR，2023–2026 年共 647 篇。