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 249 篇，第 3 / 5 页

101. CVPR 2025Scaling up Image Segmentation across Data and Tasks
102. CVPR 2025Scene-Centric Unsupervised Panoptic Segmentation
103. CVPR 2025SCSegamba: Lightweight Structure-Aware Vision Mamba for Crack Segmentation in Structures
104. CVPR 2025SegEarth-OV: Towards Training-Free Open-Vocabulary Segmentation for Remote Sensing Images
105. CVPR 2025SegMAN: Omni-scale Context Modeling with State Space Models and Local Attention for Semantic Segmentation
106. CVPR 2025Segment Any Motion in Videos
107. CVPR 2025Segment Anything, Even Occluded
108. CVPR 2025Segment This Thing: Foveated Tokenization for Efficient Point-Prompted Segmentation
109. CVPR 2025Semantic and Sequential Alignment for Referring Video Object Segmentation
110. CVPR 2025Semantic Library Adaptation: LoRA Retrieval and Fusion for Open-Vocabulary Semantic Segmentation
111. CVPR 2025SemiDAViL: Semi-supervised Domain Adaptation with Vision-Language Guidance for Semantic Segmentation
112. CVPR 2025Show and Segment: Universal Medical Image Segmentation via In-Context Learning
113. CVPR 2025Sketchy Bounding-box Supervision for 3D Instance Segmentation
114. CVPR 2025SmartEraser: Remove Anything from Images using Masked-Region Guidance
115. CVPR 2025Soft Self-labeling and Potts Relaxations for Weakly-supervised Segmentation
116. CVPR 2025Spotting the Unexpected (STU): A 3D LiDAR Dataset for Anomaly Segmentation in Autonomous Driving
117. CVPR 2025Star with Bilinear Mapping
118. CVPR 2025Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image Segmentation
119. CVPR 2025SUM Parts: Benchmarking Part-Level Semantic Segmentation of Urban Meshes
120. CVPR 2025SuperLightNet: Lightweight Parameter Aggregation Network for Multimodal Brain Tumor Segmentation
121. CVPR 2025Text Augmented Correlation Transformer For Few-shot Classification & Segmentation
122. CVPR 2025The Devil is in Low-Level Features for Cross-Domain Few-Shot Segmentation
123. CVPR 2025The Devil is in Temporal Token: High Quality Video Reasoning Segmentation
124. CVPR 2025The Impact Label Noise and Choice of Threshold has on Cross-Entropy and Soft-Dice in Image Segmentation
125. CVPR 2025Towards Continual Universal Segmentation
126. CVPR 2025Towards Efficient Foundation Model for Zero-shot Amodal Segmentation
127. CVPR 2025Towards Explicit Geometry-Reflectance Collaboration for Generalized LiDAR Segmentation in Adverse Weather
128. CVPR 2025TriTex: Learning Texture from a Single Mesh via Triplane Semantic Features
129. CVPR 2025Understanding Fine-tuning CLIP for Open-vocabulary Semantic Segmentation in Hyperbolic Space
130. CVPR 2025UNICL-SAM: Uncertainty-Driven In-Context Segmentation with Part Prototype Discovery
131. CVPR 2025Unified Medical Lesion Segmentation via Self-referring Indicator
132. CVPR 2025Universal Domain Adaptation for Semantic Segmentation
133. CVPR 2025v-CLR: View-Consistent Learning for Open-World Instance Segmentation
134. CVPR 2025vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation
135. CVPR 2025VidSeg: Training-free Video Semantic Segmentation based on Diffusion Models
136. CVPR 2025VISTA3D: A Unified Segmentation Foundation Model For 3D Medical Imaging
137. CVPR 2025Weakly Supervised Semantic Segmentation via Progressive Confidence Region Expansion
138. CVPR 2025WISH: Weakly Supervised Instance Segmentation using Heterogeneous Labels
139. CVPR 2025Your ViT is Secretly an Image Segmentation Model
140. CVPR 2025Zero-Shot 4D Lidar Panoptic Segmentation
141. ICLR 2025ADAPT: Attentive Self-Distillation and Dual-Decoder Prediction Fusion for Continual Panoptic Segmentation
142. ICLR 2025DECO: Unleashing the Potential of ConvNets for Query-based Detection and Segmentation
143. ICLR 2025Decoupled Finetuning for Domain Generalizable Semantic Segmentation
144. ICLR 2025DynAlign: Unsupervised Dynamic Taxonomy Alignment for Cross-Domain Segmentation
145. ICLR 2025Efficient Neuron Segmentation in Electron Microscopy by Affinity-Guided Queries
146. ICLR 2025GrabS: Generative Embodied Agent for 3D Object Segmentation without Scene Supervision
147. ICLR 2025Instance-dependent Early Stopping
148. ICLR 2025Interpreting the Second-Order Effects of Neurons in CLIP
149. ICLR 2025Learning Spatial-Semantic Features for Robust Video Object Segmentation
150. ICLR 2025Multimodality Helps Few-shot 3D Point Cloud Semantic 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。