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 2 / 5 页

51. CVPR 2025Generative Hard Example Augmentation for Semantic Point Cloud Segmentation
52. CVPR 2025Generative Map Priors for Collaborative BEV Semantic Segmentation
53. CVPR 2025GLUS: Global-Local Reasoning Unified into A Single Large Language Model for Video Segmentation
54. CVPR 2025Golden Cudgel Network for Real-Time Semantic Segmentation
55. CVPR 2025High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous Flight
56. CVPR 2025HiLoTs: High-Low Temporal Sensitive Representation Learning for Semi-Supervised LiDAR Segmentation in Autonomous Driving
57. CVPR 2025Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation
58. CVPR 2025HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver
59. CVPR 2025Improving Semi-Supervised Semantic Segmentation with Sliced-Wasserstein Feature Alignment and Uniformity
60. CVPR 2025Incomplete Multi-modal Brain Tumor Segmentation via Learnable Sorting State Space Model
61. CVPR 2025Insightful Instance Features for 3D Instance Segmentation
62. CVPR 2025InstanceGaussian: Appearance-Semantic Joint Gaussian Representation for 3D Instance-Level Perception
63. CVPR 2025Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline
64. CVPR 2025Keep the Balance: A Parameter-Efficient Symmetrical Framework for RGB+X Semantic Segmentation
65. CVPR 2025KMD: Koopman Multi-modality Decomposition for Generalized Brain Tumor Segmentation under Incomplete Modalities
66. CVPR 2025Layered Motion Fusion: Lifting Motion Segmentation to 3D in Egocentric Videos
67. CVPR 2025Learning Dynamic Collaborative Network for Semi-supervised 3D Vessel Segmentation
68. CVPR 2025LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging
69. CVPR 2025LiVOS: Light Video Object Segmentation with Gated Linear Matching
70. CVPR 2025LogoSP: Local-global Grouping of Superpoints for Unsupervised Semantic Segmentation of 3D Point Clouds
71. CVPR 2025LPOSS: Label Propagation Over Patches and Pixels for Open-vocabulary Semantic Segmentation
72. CVPR 2025M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation
73. CVPR 2025Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation
74. CVPR 2025Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation
75. CVPR 2025MaSS13K: A Matting-level Semantic Segmentation Benchmark
76. CVPR 2025Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation
77. CVPR 2025Minimizing Labeled, Maximizing Unlabeled: An Image-Driven Approach for Video Instance Segmentation
78. CVPR 2025Multi-Label Prototype Visual Spatial Search for Weakly Supervised Semantic Segmentation
79. CVPR 2025NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation
80. CVPR 2025nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark
81. CVPR 2025No Thing, Nothing: Highlighting Safety-Critical Classes for Robust LiDAR Semantic Segmentation in Adverse Weather
82. CVPR 2025Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation
83. CVPR 2025NTClick: Achieving Precise Interactive Segmentation With Noise-tolerant Clicks
84. CVPR 2025One Diffusion to Generate Them All
85. CVPR 2025OnlineAnySeg: Online Zero-Shot 3D Segmentation by Visual Foundation Model Guided 2D Mask Merging
86. CVPR 2025PanoGS: Gaussian-based Panoptic Segmentation for 3D Open Vocabulary Scene Understanding
87. CVPR 2025Parameter-efficient Fine-tuning in Hyperspherical Space for Open-vocabulary Semantic Segmentation
88. CVPR 2025Perceptual Inductive Bias Is What You Need Before Contrastive Learning
89. CVPR 2025PolarNeXt: Rethink Instance Segmentation with Polar Representation
90. CVPR 2025POT: Prototypical Optimal Transport for Weakly Supervised Semantic Segmentation
91. CVPR 2025Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation
92. CVPR 2025Relation3D : Enhancing Relation Modeling for Point Cloud Instance Segmentation
93. CVPR 2025Repurposing Stable Diffusion Attention for Training-Free Unsupervised Interactive Segmentation
94. CVPR 2025Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention
95. CVPR 2025Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian Splatting
96. CVPR 2025Revisiting MAE Pre-training for 3D Medical Image Segmentation
97. CVPR 2025RipVIS: Rip Currents Video Instance Segmentation Benchmark for Beach Monitoring and Safety
98. CVPR 2025ROS-SAM: High-Quality Interactive Segmentation for Remote Sensing Moving Object
99. CVPR 2025SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost
100. CVPR 2025SAM2Object: Consolidating View Consistency via SAM2 for Zero-Shot 3D Instance 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。