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 2 / 6 页

51. CVPR 2024Frozen CLIP: A Strong Backbone for Weakly Supervised Semantic Segmentation
52. CVPR 2024Fusing Personal and Environmental Cues for Identification and Segmentation of First-Person Camera Wearers in Third-Person Views
53. CVPR 2024GoodSAM: Bridging Domain and Capacity Gaps via Segment Anything Model for Distortion-aware Panoramic Semantic Segmentation
54. CVPR 2024GraCo: Granularity-Controllable Interactive Segmentation
55. CVPR 2024GROUNDHOG: Grounding Large Language Models to Holistic Segmentation
56. CVPR 2024GSVA: Generalized Segmentation via Multimodal Large Language Models
57. CVPR 2024Hierarchical Histogram Threshold Segmentation - Auto-terminating High-detail Oversegmentation
58. CVPR 2024Hierarchical Intra-modal Correlation Learning for Label-free 3D Semantic Segmentation
59. CVPR 2024HOIST-Former: Hand-held Objects Identification Segmentation and Tracking in the Wild
60. CVPR 2024HPL-ESS: Hybrid Pseudo-Labeling for Unsupervised Event-based Semantic Segmentation
61. CVPR 2024Hunting Attributes: Context Prototype-Aware Learning for Weakly Supervised Semantic Segmentation
62. CVPR 2024Image-Text Co-Decomposition for Text-Supervised Semantic Segmentation
63. CVPR 2024Image-to-Image Matching via Foundation Models: A New Perspective for Open-Vocabulary Semantic Segmentation
64. CVPR 2024Improving Bird's Eye View Semantic Segmentation by Task Decomposition
65. CVPR 2024Improving Semantic Correspondence with Viewpoint-Guided Spherical Maps
66. CVPR 2024Incremental Nuclei Segmentation from Histopathological Images via Future-class Awareness and Compatibility-inspired Distillation
67. CVPR 2024Infer from What You Have Seen Before: Temporally-dependent Classifier for Semi-supervised Video Segmentation
68. CVPR 2024Instance Tracking in 3D Scenes from Egocentric Videos
69. CVPR 2024JRDB-PanoTrack: An Open-world Panoptic Segmentation and Tracking Robotic Dataset in Crowded Human Environments
70. CVPR 2024Kandinsky Conformal Prediction: Efficient Calibration of Image Segmentation Algorithms
71. CVPR 2024LASO: Language-guided Affordance Segmentation on 3D Object
72. CVPR 2024Learn to Rectify the Bias of CLIP for Unsupervised Semantic Segmentation
73. CVPR 2024Learnable Earth Parser: Discovering 3D Prototypes in Aerial Scans
74. CVPR 2024Learning SO(3)-Invariant Semantic Correspondence via Local Shape Transform
75. CVPR 2024LISA: Reasoning Segmentation via Large Language Model
76. CVPR 2024LLaFS: When Large Language Models Meet Few-Shot Segmentation
77. CVPR 2024LoSh: Long-Short Text Joint Prediction Network for Referring Video Object Segmentation
78. CVPR 2024LQMFormer: Language-aware Query Mask Transformer for Referring Image Segmentation
79. CVPR 2024MaskClustering: View Consensus based Mask Graph Clustering for Open-Vocabulary 3D Instance Segmentation
80. CVPR 2024MemSAM: Taming Segment Anything Model for Echocardiography Video Segmentation
81. CVPR 2024MFP: Making Full Use of Probability Maps for Interactive Image Segmentation
82. CVPR 2024Mind Marginal Non-Crack Regions: Clustering-Inspired Representation Learning for Crack Segmentation
83. CVPR 2024MirageRoom: 3D Scene Segmentation with 2D Pre-trained Models by Mirage Projection
84. CVPR 2024MRFP: Learning Generalizable Semantic Segmentation from Sim-2-Real with Multi-Resolution Feature Perturbation
85. CVPR 2024MRFS: Mutually Reinforcing Image Fusion and Segmentation
86. CVPR 2024Mudslide: A Universal Nuclear Instance Segmentation Method
87. CVPR 2024Multi-view Aggregation Network for Dichotomous Image Segmentation
88. CVPR 2024NeRF-HuGS: Improved Neural Radiance Fields in Non-static Scenes Using Heuristics-Guided Segmentation
89. CVPR 2024No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation
90. CVPR 2024Not All Classes Stand on Same Embeddings: Calibrating a Semantic Distance with Metric Tensor
91. CVPR 2024OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation
92. CVPR 2024ODIN: A Single Model for 2D and 3D Segmentation
93. CVPR 2024OMG-Seg: Is One Model Good Enough For All Segmentation?
94. CVPR 2024OmniSeg3D: Omniversal 3D Segmentation via Hierarchical Contrastive Learning
95. CVPR 2024OneFormer3D: One Transformer for Unified Point Cloud Segmentation
96. CVPR 2024Open-Set Domain Adaptation for Semantic Segmentation
97. CVPR 2024Open-Vocabulary 3D Semantic Segmentation with Foundation Models
98. CVPR 2024Open-Vocabulary Attention Maps with Token Optimization for Semantic Segmentation in Diffusion Models
99. CVPR 2024Open-Vocabulary Segmentation with Semantic-Assisted Calibration
100. CVPR 2024Open-Vocabulary Semantic Segmentation with Image Embedding Balancing

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。