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 269 篇，第 3 / 6 页

101. CVPR 2024Open-World Semantic Segmentation Including Class Similarity
102. CVPR 2024Open3DIS: Open-Vocabulary 3D Instance Segmentation with 2D Mask Guidance
103. CVPR 2024PanoOcc: Unified Occupancy Representation for Camera-based 3D Panoptic Segmentation
104. CVPR 2024PartDistill: 3D Shape Part Segmentation by Vision-Language Model Distillation
105. CVPR 2024PDF: A Probability-Driven Framework for Open World 3D Point Cloud Semantic Segmentation
106. CVPR 2024PEM: Prototype-based Efficient MaskFormer for Image Segmentation
107. CVPR 2024PH-Net: Semi-Supervised Breast Lesion Segmentation via Patch-wise Hardness
108. CVPR 2024pix2gestalt: Amodal Segmentation by Synthesizing Wholes
109. CVPR 2024Point-VOS: Pointing Up Video Object Segmentation
110. CVPR 2024Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds
111. CVPR 2024Progress-Aware Online Action Segmentation for Egocentric Procedural Task Videos
112. CVPR 2024Prompt-Driven Referring Image Segmentation with Instance Contrasting
113. CVPR 2024PrPSeg: Universal Proposition Learning for Panoramic Renal Pathology Segmentation
114. CVPR 2024PSDPM: Prototype-based Secondary Discriminative Pixels Mining for Weakly Supervised Semantic Segmentation
115. CVPR 2024Putting the Object Back into Video Object Segmentation
116. CVPR 2024QDFormer: Towards Robust Audiovisual Segmentation in Complex Environments with Quantization-based Semantic Decomposition
117. CVPR 2024RankMatch: Exploring the Better Consistency Regularization for Semi-supervised Semantic Segmentation
118. CVPR 2024Rethinking Few-shot 3D Point Cloud Semantic Segmentation
119. CVPR 2024Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts
120. CVPR 2024Rethinking the Spatial Inconsistency in Classifier-Free Diffusion Guidance
121. CVPR 2024RMem: Restricted Memory Banks Improve Video Object Segmentation
122. CVPR 2024SAI3D: Segment Any Instance in 3D Scenes
123. CVPR 2024SatSynth: Augmenting Image-Mask Pairs through Diffusion Models for Aerial Semantic Segmentation
124. CVPR 2024SeaBird: Segmentation in Bird's View with Dice Loss Improves Monocular 3D Detection of Large Objects
125. CVPR 2024SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation
126. CVPR 2024Seg2Reg: Differentiable 2D Segmentation to 1D Regression Rendering for 360 Room Layout Reconstruction
127. CVPR 2024Segment Every Out-of-Distribution Object
128. CVPR 2024Semantic Line Combination Detector
129. CVPR 2024Semantic-aware SAM for Point-Prompted Instance Segmentation
130. CVPR 2024Semantics Distortion and Style Matter: Towards Source-free UDA for Panoramic Segmentation
131. CVPR 2024Separate and Conquer: Decoupling Co-occurrence via Decomposition and Representation for Weakly Supervised Semantic Segmentation
132. CVPR 2024SG-BEV: Satellite-Guided BEV Fusion for Cross-View Semantic Segmentation
133. CVPR 2024ShapeMatcher: Self-Supervised Joint Shape Canonicalization Segmentation Retrieval and Deformation
134. CVPR 2024SNI-SLAM: Semantic Neural Implicit SLAM
135. CVPR 2024SNIDA: Unlocking Few-Shot Object Detection with Non-linear Semantic Decoupling Augmentation
136. CVPR 2024Spherical Mask: Coarse-to-Fine 3D Point Cloud Instance Segmentation with Spherical Representation
137. CVPR 2024Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
138. CVPR 2024Stronger Fewer & Superior: Harnessing Vision Foundation Models for Domain Generalized Semantic Segmentation
139. CVPR 2024Style Blind Domain Generalized Semantic Segmentation via Covariance Alignment and Semantic Consistence Contrastive Learning
140. CVPR 2024Symphonize 3D Semantic Scene Completion with Contextual Instance Queries
141. CVPR 2024TASeg: Temporal Aggregation Network for LiDAR Semantic Segmentation
142. CVPR 2024Task-aligned Part-aware Panoptic Segmentation through Joint Object-Part Representations
143. CVPR 2024Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge
144. CVPR 2024Temporally Consistent Unbalanced Optimal Transport for Unsupervised Action Segmentation
145. CVPR 2024ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images
146. CVPR 2024Towards the Uncharted: Density-Descending Feature Perturbation for Semi-supervised Semantic Segmentation
147. CVPR 2024Training Like a Medical Resident: Context-Prior Learning Toward Universal Medical Image Segmentation
148. CVPR 2024Training Vision Transformers for Semi-Supervised Semantic Segmentation
149. CVPR 2024Transferable and Principled Efficiency for Open-Vocabulary Segmentation
150. CVPR 2024Tyche: Stochastic In-Context Learning for Medical Image Segmentation

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。