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 186 篇，第 1 / 4 页

1. CVPR 20233D Semantic Segmentation in the Wild: Learning Generalized Models for Adverse-Condition Point Clouds
2. CVPR 2023A Generalized Framework for Video Instance Segmentation
3. CVPR 2023A Simple Framework for Text-Supervised Semantic Segmentation
4. CVPR 2023A Soma Segmentation Benchmark in Full Adult Fly Brain
5. CVPR 2023A Strong Baseline for Generalized Few-Shot Semantic Segmentation
6. CVPR 2023ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation
7. CVPR 2023Adversarially Masking Synthetic To Mimic Real: Adaptive Noise Injection for Point Cloud Segmentation Adaptation
8. CVPR 2023Ambiguous Medical Image Segmentation Using Diffusion Models
9. CVPR 2023ASPnet: Action Segmentation With Shared-Private Representation of Multiple Data Sources
10. CVPR 2023AttentionShift: Iteratively Estimated Part-Based Attention Map for Pointly Supervised Instance Segmentation
11. CVPR 2023Augmentation Matters: A Simple-Yet-Effective Approach to Semi-Supervised Semantic Segmentation
12. CVPR 2023AutoFocusFormer: Image Segmentation off the Grid
13. CVPR 2023Automatic High Resolution Wire Segmentation and Removal
14. CVPR 2023BAEFormer: Bi-Directional and Early Interaction Transformers for Bird's Eye View Semantic Segmentation
15. CVPR 2023Balancing Logit Variation for Long-Tailed Semantic Segmentation
16. CVPR 2023Beyond mAP: Towards Better Evaluation of Instance Segmentation
17. CVPR 2023Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation
18. CVPR 2023Boosting Low-Data Instance Segmentation by Unsupervised Pre-Training With Saliency Prompt
19. CVPR 2023Boosting Video Object Segmentation via Space-Time Correspondence Learning
20. CVPR 2023Both Style and Distortion Matter: Dual-Path Unsupervised Domain Adaptation for Panoramic Semantic Segmentation
21. CVPR 2023Boundary-Enhanced Co-Training for Weakly Supervised Semantic Segmentation
22. CVPR 2023BoxTeacher: Exploring High-Quality Pseudo Labels for Weakly Supervised Instance Segmentation
23. CVPR 2023Breaking the "Object" in Video Object Segmentation
24. CVPR 2023Camouflaged Instance Segmentation via Explicit De-Camouflaging
25. CVPR 2023Center Focusing Network for Real-Time LiDAR Panoptic Segmentation
26. CVPR 2023Class Adaptive Network Calibration
27. CVPR 2023CLIP Is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation
28. CVPR 2023CLIP-S4: Language-Guided Self-Supervised Semantic Segmentation
29. CVPR 2023Combining Implicit-Explicit View Correlation for Light Field Semantic Segmentation
30. CVPR 2023CoMFormer: Continual Learning in Semantic and Panoptic Segmentation
31. CVPR 2023Compositor: Bottom-Up Clustering and Compositing for Robust Part and Object Segmentation
32. CVPR 2023Conflict-Based Cross-View Consistency for Semi-Supervised Semantic Segmentation
33. CVPR 2023Content-Aware Token Sharing for Efficient Semantic Segmentation With Vision Transformers
34. CVPR 2023Context-Aware Relative Object Queries To Unify Video Instance and Panoptic Segmentation
35. CVPR 2023Continual Semantic Segmentation With Automatic Memory Sample Selection
36. CVPR 2023Continuous Pseudo-Label Rectified Domain Adaptive Semantic Segmentation With Implicit Neural Representations
37. CVPR 2023Contrastive Grouping With Transformer for Referring Image Segmentation
38. CVPR 2023Cut and Learn for Unsupervised Object Detection and Instance Segmentation
39. CVPR 2023DA Wand: Distortion-Aware Selection Using Neural Mesh Parameterization
40. CVPR 2023Decoupled Semantic Prototypes Enable Learning From Diverse Annotation Types for Semi-Weakly Segmentation in Expert-Driven Domains
41. CVPR 2023Deep Deterministic Uncertainty: A New Simple Baseline
42. CVPR 2023Delivering Arbitrary-Modal Semantic Segmentation
43. CVPR 2023Delving Into Shape-Aware Zero-Shot Semantic Segmentation
44. CVPR 2023DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection
45. CVPR 2023Devil Is in the Queries: Advancing Mask Transformers for Real-World Medical Image Segmentation and Out-of-Distribution Localization
46. CVPR 2023DiGA: Distil To Generalize and Then Adapt for Domain Adaptive Semantic Segmentation
47. CVPR 2023Dionysus: Recovering Scene Structures by Dividing Into Semantic Pieces
48. CVPR 2023Directional Connectivity-Based Segmentation of Medical Images
49. CVPR 2023DoNet: Deep De-Overlapping Network for Cytology Instance Segmentation
50. CVPR 2023DualRel: Semi-Supervised Mitochondria Segmentation From a Prototype Perspective

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。