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 646 篇，第 2 / 13 页

51. CVPR 2026GeoMotion Rethinking Motion Segmentation via Latent 4D Geometry
52. CVPR 2026GeoSAM2 Unleashing the Power of SAM2 for 3D Part Segmentation
53. CVPR 2026Harmonized Feature Conditioning and Frequency-Prompt Personalization for Multi-Rater Medical Segmentation
54. CVPR 2026Heuristic Self-Paced Learning for Domain Adaptive Semantic Segmentation under Adverse
55. CVPR 2026Hierarchical Action Learning for Weakly-Supervised Action Segmentation
56. CVPR 2026High-Precision Dichotomous Image Segmentation via Depth Integrity-Prior and Fine-Grained Patch
57. CVPR 2026HOPS Hierarchical Open-vocabulary Part Segmentation with Attention-Aware Filtering and Affinity-Guided
58. CVPR 2026Hugging Visual Prompt and Segmentation Tokens Consistency Learning for Fine-Grained
59. CVPR 2026Hyperbolic Prototype Learning with Uncertainty-Aware Consistency for Continual Test-Time Segmentation
60. CVPR 2026HySeg Learning Generative Priors for Structure-Aware Remote Sensing Segmentation
61. CVPR 2026I-Scene 3D Instance Models are Implicit Generalizable Spatial Learners
62. CVPR 2026INSID3 Training-Free In-Context Segmentation with DINOv3
63. CVPR 2026Instruction-Guided Lesion Segmentation for Chest X-rays with Automatically Generated Large-Scale
64. CVPR 2026Joint Spectral Image Reconstruction and Semantic Segmentation with Cooperative Unfolding
65. CVPR 2026LaDy Lagrangian-Dynamic Informed Network for Skeleton-based Action Segmentation via Spatial-Temporal
66. CVPR 2026LangRef3DGS Natural Language-Guided 3D Referential Segmentation from Partial Observations via
67. CVPR 2026Learning and Aligning Click-Aware Shape Prior for Interactive Amodal Instance
68. CVPR 2026Learning to Identify Out-of-Distribution Objects for 3D LiDAR Anomaly Segmentation
69. CVPR 2026Learning to Track Instance from Single Nature Language Description
70. CVPR 2026Leveraging Class Distributions in CLIP for Weakly Supervised Semantic Segmentation
71. CVPR 2026Live Interactive Training for Video Segmentation
72. CVPR 2026LoD-Loc v3 Generalized Aerial Localization in Dense Cities using Instance
73. CVPR 2026Make it SING Analyzing Semantic Invariants in Classifiers
74. CVPR 2026MambaLiteUNet Cross-Gated Adaptive Feature Fusion for Robust Skin Lesion Segmentation
75. CVPR 2026MARCO Navigating the Unseen Space of Semantic Correspondence
76. CVPR 2026MARIS Marine Open-Vocabulary Instance Segmentation
77. CVPR 2026MARSS Radar Semantic Segmentation via Modular Attention and State Space
78. CVPR 2026Masked Representation Modeling for Domain-Adaptive Segmentation
79. CVPR 2026MatchMask Mask-Centric Generative Data Augmentation for Label-Scarce Semantic Segmentation
80. CVPR 2026Mitigating Instance Entanglement in Instance-Dependent Partial Label Learning
81. CVPR 2026Mitigating Objectness Bias and Region-to-Text Misalignment for Open-Vocabulary Panoptic Segmentation
82. CVPR 2026MixerCSeg An Efficient Mixer Architecture for Crack Segmentation via Decoupled
83. CVPR 2026Mixture of Prototypes for Test-time Adaptive Segmentation
84. CVPR 2026Moving Border Ownership for Event-based Motion Segmentation
85. CVPR 2026NG-GS NeRF-guided 3D Gaussian Splatting Segmentation
86. CVPR 2026Object-Generalized Re-Identification A Step Towards Universal Instance Perception
87. CVPR 2026OSA Echocardiography Video Segmentation via Orthogonalized State Update and Anatomical
88. CVPR 2026OVI-MAP Open-Vocabulary Instance-Semantic Mapping
89. CVPR 2026PanDA Unsupervised Domain Adaptation for Multimodal 3D Panoptic Segmentation in
90. CVPR 2026PCA-Seg Revisiting Cost Aggregation for Open-Vocabulary Semantic and Part Segmentation
91. CVPR 2026PEARL Geometry Aligns Semantics for Training-Free Open-Vocabulary Semantic Segmentation
92. CVPR 2026PGR-Net Prior-Guided ROI Reasoning Network for Brain Tumor MRI Segmentation
93. CVPR 2026Photo-Guided Tooth Segmentation on 3D Oral Scan Model
94. CVPR 2026PixDLM A Dual-Path Multimodal Language Model for UAV Reasoning Segmentation
95. CVPR 2026PointGS Semantic-Consistent Unsupervised 3D Point Cloud Segmentation with 3D Gaussian
96. CVPR 2026Polyphony Diffusion-based Dual-Hand Action Segmentation with Alternating Vision Transformer and
97. CVPR 2026PromptMoE A Segmentation Refinement Framework Leveraging Mixture of Experts for
98. CVPR 2026PRUE A Practical Recipe for Field Boundary Segmentation at Scale
99. CVPR 2026R2-Seg Training-Free OOD Medical Tumor Segmentation via Anatomical Reasoning and
100. CVPR 2026REALM An MLLM-Agent Framework for Open World 3D Reasoning 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。