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 251 篇，第 3 / 6 页

101. CVPR 2023MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery
102. CVPR 2023MarS3D: A Plug-and-Play Motion-Aware Model for Semantic Segmentation on Multi-Scan 3D Point Clouds
103. CVPR 2023Mask DINO: Towards a Unified Transformer-Based Framework for Object Detection and Segmentation
104. CVPR 2023Mask-Free OVIS: Open-Vocabulary Instance Segmentation Without Manual Mask Annotations
105. CVPR 2023Mask-Free Video Instance Segmentation
106. CVPR 2023Mask-Guided Matting in the Wild
107. CVPR 2023MDQE: Mining Discriminative Query Embeddings To Segment Occluded Instances on Challenging Videos
108. CVPR 2023MED-VT: Multiscale Encoder-Decoder Video Transformer With Application To Object Segmentation
109. CVPR 2023Meta Compositional Referring Expression Segmentation
110. CVPR 2023MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation
111. CVPR 2023MISC210K: A Large-Scale Dataset for Multi-Instance Semantic Correspondence
112. CVPR 2023MobileOne: An Improved One Millisecond Mobile Backbone
113. CVPR 2023MobileVOS: Real-Time Video Object Segmentation Contrastive Learning Meets Knowledge Distillation
114. CVPR 2023MOVES: Manipulated Objects in Video Enable Segmentation
115. CVPR 2023MP-Former: Mask-Piloted Transformer for Image Segmentation
116. CVPR 2023MSeg3D: Multi-Modal 3D Semantic Segmentation for Autonomous Driving
117. CVPR 2023Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning
118. CVPR 2023Multispectral Video Semantic Segmentation: A Benchmark Dataset and Baseline
119. CVPR 2023Network-Free, Unsupervised Semantic Segmentation With Synthetic Images
120. CVPR 2023Neural Congealing: Aligning Images to a Joint Semantic Atlas
121. CVPR 2023NewsNet: A Novel Dataset for Hierarchical Temporal Segmentation
122. CVPR 2023Novel Class Discovery for 3D Point Cloud Semantic Segmentation
123. CVPR 2023ObjectMatch: Robust Registration Using Canonical Object Correspondences
124. CVPR 2023On Calibrating Semantic Segmentation Models: Analyses and an Algorithm
125. CVPR 2023OneFormer: One Transformer To Rule Universal Image Segmentation
126. CVPR 2023Open Vocabulary Semantic Segmentation With Patch Aligned Contrastive Learning
127. CVPR 2023Open-Set Semantic Segmentation for Point Clouds via Adversarial Prototype Framework
128. CVPR 2023Open-Vocabulary Semantic Segmentation With Mask-Adapted CLIP
129. CVPR 2023Orthogonal Annotation Benefits Barely-Supervised Medical Image Segmentation
130. CVPR 2023Out-of-Candidate Rectification for Weakly Supervised Semantic Segmentation
131. CVPR 2023Parameter Efficient Local Implicit Image Function Network for Face Segmentation
132. CVPR 2023PartDistillation: Learning Parts From Instance Segmentation
133. CVPR 2023PeakConv: Learning Peak Receptive Field for Radar Semantic Segmentation
134. CVPR 2023PIDNet: A Real-Time Semantic Segmentation Network Inspired by PID Controllers
135. CVPR 2023PointConvFormer: Revenge of the Point-Based Convolution
136. CVPR 2023PolyFormer: Referring Image Segmentation As Sequential Polygon Generation
137. CVPR 2023Primitive Generation and Semantic-Related Alignment for Universal Zero-Shot Segmentation
138. CVPR 2023Principles of Forgetting in Domain-Incremental Semantic Segmentation in Adverse Weather Conditions
139. CVPR 2023Proximal Splitting Adversarial Attack for Semantic Segmentation
140. CVPR 2023Pruning Parameterization With Bi-Level Optimization for Efficient Semantic Segmentation on the Edge
141. CVPR 2023Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation
142. CVPR 2023RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous Driving
143. CVPR 2023Reducing the Label Bias for Timestamp Supervised Temporal Action Segmentation
144. CVPR 2023Reliability in Semantic Segmentation: Are We on the Right Track?
145. CVPR 2023Rethinking Few-Shot Medical Segmentation: A Vector Quantization View
146. CVPR 2023Rethinking the Correlation in Few-Shot Segmentation: A Buoys View
147. CVPR 2023Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation
148. CVPR 2023Robust Model-Based Face Reconstruction Through Weakly-Supervised Outlier Segmentation
149. CVPR 2023SegLoc: Learning Segmentation-Based Representations for Privacy-Preserving Visual Localization
150. CVPR 2023Semantic Ray: Learning a Generalizable Semantic Field With Cross-Reprojection Attention

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。