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 186 篇，第 4 / 4 页

151. CVPR 2023Semantic Scene Completion With Cleaner Self
152. CVPR 2023Semantic-Promoted Debiasing and Background Disambiguation for Zero-Shot Instance Segmentation
153. CVPR 2023SemiCVT: Semi-Supervised Convolutional Vision Transformer for Semantic Segmentation
154. CVPR 2023SFD2: Semantic-Guided Feature Detection and Description
155. CVPR 2023Side Adapter Network for Open-Vocabulary Semantic Segmentation
156. CVPR 2023SIM: Semantic-Aware Instance Mask Generation for Box-Supervised Instance Segmentation
157. CVPR 2023SimpSON: Simplifying Photo Cleanup With Single-Click Distracting Object Segmentation Network
158. CVPR 2023Simultaneously Short- and Long-Term Temporal Modeling for Semi-Supervised Video Semantic Segmentation
159. CVPR 2023Single Domain Generalization for LiDAR Semantic Segmentation
160. CVPR 2023Sparsely Annotated Semantic Segmentation With Adaptive Gaussian Mixtures
161. CVPR 2023Spatio-Temporal Pixel-Level Contrastive Learning-Based Source-Free Domain Adaptation for Video Semantic Segmentation
162. CVPR 2023SPIn-NeRF: Multiview Segmentation and Perceptual Inpainting With Neural Radiance Fields
163. CVPR 2023Style Projected Clustering for Domain Generalized Semantic Segmentation
164. CVPR 2023SUDS: Scalable Urban Dynamic Scenes
165. CVPR 2023TarViS: A Unified Approach for Target-Based Video Segmentation
166. CVPR 2023The Devil Is in the Points: Weakly Semi-Supervised Instance Segmentation via Point-Guided Mask Representation
167. CVPR 2023TinyMIM: An Empirical Study of Distilling MIM Pre-Trained Models
168. CVPR 2023Token Contrast for Weakly-Supervised Semantic Segmentation
169. CVPR 2023Towards Better Stability and Adaptability: Improve Online Self-Training for Model Adaptation in Semantic Segmentation
170. CVPR 2023Towards Open-World Segmentation of Parts
171. CVPR 2023Transformer Scale Gate for Semantic Segmentation
172. CVPR 2023Tree Instance Segmentation With Temporal Contour Graph
173. CVPR 2023Two-Shot Video Object Segmentation
174. CVPR 2023Two-Stage Co-Segmentation Network Based on Discriminative Representation for Recovering Human Mesh From Videos
175. CVPR 2023Ultra-High Resolution Segmentation With Ultra-Rich Context: A Novel Benchmark
176. CVPR 2023Understanding Imbalanced Semantic Segmentation Through Neural Collapse
177. CVPR 2023UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration
178. CVPR 2023Unified Mask Embedding and Correspondence Learning for Self-Supervised Video Segmentation
179. CVPR 2023Unsupervised Space-Time Network for Temporally-Consistent Segmentation of Multiple Motions
180. CVPR 2023VectorFloorSeg: Two-Stream Graph Attention Network for Vectorized Roughcast Floorplan Segmentation
181. CVPR 2023Weakly Supervised Segmentation With Point Annotations for Histopathology Images via Contrast-Based Variational Model
182. CVPR 2023Weakly Supervised Semantic Segmentation via Adversarial Learning of Classifier and Reconstructor
183. CVPR 2023Weakly-Supervised Domain Adaptive Semantic Segmentation With Prototypical Contrastive Learning
184. CVPR 2023You Only Segment Once: Towards Real-Time Panoptic Segmentation
185. CVPR 2023ZegCLIP: Towards Adapting CLIP for Zero-Shot Semantic Segmentation
186. CVPR 2023Zero-Shot Referring Image Segmentation With Global-Local Context Features

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。