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 167 篇，第 1 / 4 页

1. CVPR 20243D Face Reconstruction with the Geometric Guidance of Facial Part Segmentation
2. CVPR 2024A Simple Recipe for Language-guided Domain Generalized Segmentation
3. CVPR 2024Adaptive Bidirectional Displacement for Semi-Supervised Medical Image Segmentation
4. CVPR 2024Addressing Background Context Bias in Few-Shot Segmentation through Iterative Modulation
5. CVPR 2024Aerial Lifting: Neural Urban Semantic and Building Instance Lifting from Aerial Imagery
6. CVPR 2024ALGM: Adaptive Local-then-Global Token Merging for Efficient Semantic Segmentation with Plain Vision Transformers
7. CVPR 2024AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic Segmentation
8. CVPR 2024APSeg: Auto-Prompt Network for Cross-Domain Few-Shot Semantic Segmentation
9. CVPR 2024Audio-Visual Segmentation via Unlabeled Frame Exploitation
10. CVPR 2024Benchmarking Segmentation Models with Mask-Preserved Attribute Editing
11. CVPR 2024Bi-level Learning of Task-Specific Decoders for Joint Registration and One-Shot Medical Image Segmentation
12. CVPR 2024BSNet: Box-Supervised Simulation-assisted Mean Teacher for 3D Instance Segmentation
13. CVPR 2024CAD-SIGNet: CAD Language Inference from Point Clouds using Layer-wise Sketch Instance Guided Attention
14. CVPR 2024CADTalk: An Algorithm and Benchmark for Semantic Commenting of CAD Programs
15. CVPR 2024CAT-Seg: Cost Aggregation for Open-Vocabulary Semantic Segmentation
16. CVPR 2024Class Tokens Infusion for Weakly Supervised Semantic Segmentation
17. CVPR 2024Clustering Propagation for Universal Medical Image Segmentation
18. CVPR 2024COCONut: Modernizing COCO Segmentation
19. CVPR 2024Coherent Temporal Synthesis for Incremental Action Segmentation
20. CVPR 2024Collaborating Foundation Models for Domain Generalized Semantic Segmentation
21. CVPR 2024Constructing and Exploring Intermediate Domains in Mixed Domain Semi-supervised Medical Image Segmentation
22. CVPR 2024Contextrast: Contextual Contrastive Learning for Semantic Segmentation
23. CVPR 2024ContextSeg: Sketch Semantic Segmentation by Querying the Context with Attention
24. CVPR 2024Continual Segmentation with Disentangled Objectness Learning and Class Recognition
25. CVPR 2024Cooperation Does Matter: Exploring Multi-Order Bilateral Relations for Audio-Visual Segmentation
26. CVPR 2024CorrMatch: Label Propagation via Correlation Matching for Semi-Supervised Semantic Segmentation
27. CVPR 2024Cross-Dimension Affinity Distillation for 3D EM Neuron Segmentation
28. CVPR 2024Cross-Domain Few-Shot Segmentation via Iterative Support-Query Correspondence Mining
29. CVPR 2024Density-Guided Semi-Supervised 3D Semantic Segmentation with Dual-Space Hardness Sampling
30. CVPR 2024Diffusion 3D Features (Diff3F): Decorating Untextured Shapes with Distilled Semantic Features
31. CVPR 2024DiverGen: Improving Instance Segmentation by Learning Wider Data Distribution with More Diverse Generative Data
32. CVPR 2024Diversified and Personalized Multi-rater Medical Image Segmentation
33. CVPR 2024Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation
34. CVPR 2024DuPL: Dual Student with Trustworthy Progressive Learning for Robust Weakly Supervised Semantic Segmentation
35. CVPR 2024EAGLE: Eigen Aggregation Learning for Object-Centric Unsupervised Semantic Segmentation
36. CVPR 2024ECLIPSE: Efficient Continual Learning in Panoptic Segmentation with Visual Prompt Tuning
37. CVPR 2024Edge-Aware 3D Instance Segmentation Network with Intelligent Semantic Prior
38. CVPR 2024Efficient and Effective Weakly-Supervised Action Segmentation via Action-Transition-Aware Boundary Alignment
39. CVPR 2024EFormer: Enhanced Transformer towards Semantic-Contour Features of Foreground for Portraits Matting
40. CVPR 2024EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image Segmentation
41. CVPR 2024Emergent Open-Vocabulary Semantic Segmentation from Off-the-shelf Vision-Language Models
42. CVPR 2024Event-assisted Low-Light Video Object Segmentation
43. CVPR 2024Exploring Regional Clues in CLIP for Zero-Shot Semantic Segmentation
44. CVPR 2024Extreme Point Supervised Instance Segmentation
45. CVPR 2024FACT: Frame-Action Cross-Attention Temporal Modeling for Efficient Action Segmentation
46. CVPR 2024FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range Thin Filamentous Structures
47. CVPR 2024Flattening the Parent Bias: Hierarchical Semantic Segmentation in the Poincare Ball
48. CVPR 2024FreePoint: Unsupervised Point Cloud Instance Segmentation
49. CVPR 2024Frequency-Adaptive Dilated Convolution for Semantic Segmentation
50. CVPR 2024From SAM to CAMs: Exploring Segment Anything Model for Weakly Supervised 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。