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 140 篇，第 1 / 3 页

1. CVPR 20253D Dental Model Segmentation with Geometrical Boundary Preserving
2. CVPR 20253D-AVS: LiDAR-based 3D Auto-Vocabulary Segmentation
3. CVPR 2025A Dataset for Semantic Segmentation in the Presence of Unknowns
4. CVPR 2025A Semantic Knowledge Complementarity based Decoupling Framework for Semi-supervised Class-imbalanced Medical Image Segmentation
5. CVPR 2025Advancing Generalizable Tumor Segmentation with Anomaly-Aware Open-Vocabulary Attention Maps and Frozen Foundation Diffusion Models
6. CVPR 2025Advancing Manga Analysis: Comprehensive Segmentation Annotations for the Manga109 Dataset
7. CVPR 2025An End-to-End Robust Point Cloud Semantic Segmentation Network with Single-Step Conditional Diffusion Models
8. CVPR 2025Annotation Ambiguity Aware Semi-Supervised Medical Image Segmentation
9. CVPR 2025Any3DIS: Class-Agnostic 3D Instance Segmentation by 2D Mask Tracking
10. CVPR 2025Audio-Visual Instance Segmentation
11. CVPR 2025beta-FFT: Nonlinear Interpolation and Differentiated Training Strategies for Semi-Supervised Medical Image Segmentation
12. CVPR 2025Beyond Background Shift: Rethinking Instance Replay in Continual Semantic Segmentation
13. CVPR 2025BFANet: Revisiting 3D Semantic Segmentation with Boundary Feature Analysis
14. CVPR 2025Boost the Inference with Co-training: A Depth-guided Mutual Learning Framework for Semi-supervised Medical Polyp Segmentation
15. CVPR 2025Boosting the Dual-Stream Architecture in Ultra-High Resolution Segmentation with Resolution-Biased Uncertainty Estimation
16. CVPR 2025CALICO: Part-Focused Semantic Co-Segmentation with Large Vision-Language Models
17. CVPR 2025CamPoint: Boosting Point Cloud Segmentation with Virtual Camera
18. CVPR 2025COB-GS: Clear Object Boundaries in 3DGS Segmentation Based on Boundary-Adaptive Gaussian Splitting
19. CVPR 2025CoMBO: Conflict Mitigation via Branched Optimization for Class Incremental Segmentation
20. CVPR 2025Condensing Action Segmentation Datasets via Generative Network Inversion
21. CVPR 2025Convex Combination Star Shape Prior for Data-driven Image Semantic Segmentation
22. CVPR 2025Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT Images
23. CVPR 2025CSC-PA: Cross-image Semantic Correlation via Prototype Attentions for Single-network Semi-supervised Breast Tumor Segmentation
24. CVPR 2025D^3CTTA: Domain-Dependent Decorrelation for Continual Test-Time Adaption of 3D LiDAR Segmentation
25. CVPR 2025Data-free Universal Adversarial Perturbation with Pseudo-semantic Prior
26. CVPR 2025Decoupled Motion Expression Video Segmentation
27. CVPR 2025DeNVeR: Deformable Neural Vessel Representations for Unsupervised Video Vessel Segmentation
28. CVPR 2025Detect Any Mirrors: Boosting Learning Reliability on Large-Scale Unlabeled Data with an Iterative Data Engine
29. CVPR 2025DFormerv2: Geometry Self-Attention for RGBD Semantic Segmentation
30. CVPR 2025Distilling Spectral Graph for Object-Context Aware Open-Vocabulary Semantic Segmentation
31. CVPR 2025DocSAM: Unified Document Image Segmentation via Query Decomposition and Heterogeneous Mixed Learning
32. CVPR 2025DPSeg: Dual-Prompt Cost Volume Learning for Open-Vocabulary Semantic Segmentation
33. CVPR 2025DSV-LFS: Unifying LLM-Driven Semantic Cues with Visual Features for Robust Few-Shot Segmentation
34. CVPR 2025Dual Semantic Guidance for Open Vocabulary Semantic Segmentation
35. CVPR 2025Dual-Agent Optimization framework for Cross-Domain Few-Shot Segmentation
36. CVPR 2025DyCON: Dynamic Uncertainty-aware Consistency and Contrastive Learning for Semi-supervised Medical Image Segmentation
37. CVPR 2025EchoONE: Segmenting Multiple Echocardiography Planes in One Model
38. CVPR 2025Effective SAM Combination for Open-Vocabulary Semantic Segmentation
39. CVPR 2025EffiDec3D: An Optimized Decoder for High-Performance and Efficient 3D Medical Image Segmentation
40. CVPR 2025Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation
41. CVPR 2025EntityErasure: Erasing Entity Cleanly via Amodal Entity Segmentation and Completion
42. CVPR 2025Exact: Exploring Space-Time Perceptive Clues for Weakly Supervised Satellite Image Time Series Semantic Segmentation
43. CVPR 2025Exploiting Temporal State Space Sharing for Video Semantic Segmentation
44. CVPR 2025Exploring CLIP's Dense Knowledge for Weakly Supervised Semantic Segmentation
45. CVPR 2025Exploring Scene Affinity for Semi-Supervised LiDAR Semantic Segmentation
46. CVPR 2025Exploring Simple Open-Vocabulary Semantic Segmentation
47. CVPR 2025FFR: Frequency Feature Rectification for Weakly Supervised Semantic Segmentation
48. CVPR 2025FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation
49. CVPR 2025Forming Auxiliary High-confident Instance-level Loss to Promote Learning from Label Proportions
50. CVPR 2025Foveated 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。