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 65 篇，第 1 / 2 页

1. NeurIPS 2024A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation
2. NeurIPS 2024A Simple Image Segmentation Framework via In-Context Examples
3. NeurIPS 2024A Surprisingly Simple Approach to Generalized Few-Shot Semantic Segmentation
4. NeurIPS 2024A Unified Framework for 3D Scene Understanding
5. NeurIPS 2024AdaPKC: PeakConv with Adaptive Peak Receptive Field for Radar Semantic Segmentation
6. NeurIPS 2024Archaeoscape: Bringing Aerial Laser Scanning Archaeology to the Deep Learning Era
7. NeurIPS 2024Arctique: An artificial histopathological dataset unifying realism and controllability for uncertainty quantification
8. NeurIPS 2024AUCSeg: AUC-oriented Pixel-level Long-tail Semantic Segmentation
9. NeurIPS 2024Automated Label Unification for Multi-Dataset Semantic Segmentation with GNNs
10. NeurIPS 2024Boosting Weakly Supervised Referring Image Segmentation via Progressive Comprehension
11. NeurIPS 2024Bridge the Points: Graph-based Few-shot Segment Anything Semantically
12. NeurIPS 2024CAT: Coordinating Anatomical-Textual Prompts for Multi-Organ and Tumor Segmentation
13. NeurIPS 2024Connectivity-Driven Pseudo-Labeling Makes Stronger Cross-Domain Segmenters
14. NeurIPS 2024Continuous Spatiotemporal Events Decoupling through Spike-based Bayesian Computation
15. NeurIPS 2024CoSW: Conditional Sample Weighting for Smoke Segmentation with Label Noise
16. NeurIPS 2024DI-MaskDINO: A Joint Object Detection and Instance Segmentation Model
17. NeurIPS 2024DiffCut: Catalyzing Zero-Shot Semantic Segmentation with Diffusion Features and Recursive Normalized Cut
18. NeurIPS 2024Distribution Guidance Network for Weakly Supervised Point Cloud Semantic Segmentation
19. NeurIPS 2024E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image Segmentation
20. NeurIPS 2024Efficient Temporal Action Segmentation via Boundary-aware Query Voting
21. NeurIPS 2024End-to-End Video Semantic Segmentation in Adverse Weather using Fusion Blocks and Temporal-Spatial Teacher-Student Learning
22. NeurIPS 2024Exploring Structured Semantic Priors Underlying Diffusion Score for Test-time Adaptation
23. NeurIPS 2024Federated Black-Box Adaptation for Semantic Segmentation
24. NeurIPS 2024Flaws can be Applause: Unleashing Potential of Segmenting Ambiguous Objects in SAM
25. NeurIPS 2024FUSU: A Multi-temporal-source Land Use Change Segmentation Dataset for Fine-grained Urban Semantic Understanding
26. NeurIPS 2024GaussianCut: Interactive segmentation via graph cut for 3D Gaussian Splatting
27. NeurIPS 2024Generalize or Detect? Towards Robust Semantic Segmentation Under Multiple Distribution Shifts
28. NeurIPS 2024Geometric Exploitation for Indoor Panoramic Semantic Segmentation
29. NeurIPS 2024Hierarchy-Agnostic Unsupervised Segmentation: Parsing Semantic Image Structure
30. NeurIPS 2024Hybrid Mamba for Few-Shot Segmentation
31. NeurIPS 2024Implicit Zoo: A Large-Scale Dataset of Neural Implicit Functions for 2D Images and 3D Scenes
32. NeurIPS 2024Integrating Deep Metric Learning with Coreset for Active Learning in 3D Segmentation
33. NeurIPS 2024Learning Frequency-Adapted Vision Foundation Model for Domain Generalized Semantic Segmentation
34. NeurIPS 2024Learning Segmentation from Point Trajectories
35. NeurIPS 2024LESS: Label-Efficient and Single-Stage Referring 3D Segmentation
36. NeurIPS 2024Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation
37. NeurIPS 2024Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation
38. NeurIPS 2024MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning
39. NeurIPS 2024Noisy Label Learning with Instance-Dependent Outliers: Identifiability via Crowd Wisdom
40. NeurIPS 2024OAM-TCD: A globally diverse dataset of high-resolution tree cover maps
41. NeurIPS 2024One-to-Multiple: A Progressive Style Transfer Unsupervised Domain-Adaptive Framework for Kidney Tumor Segmentation
42. NeurIPS 2024OW-VISCapTor: Abstractors for Open-World Video Instance Segmentation and Captioning
43. NeurIPS 2024RClicks: Realistic Click Simulation for Benchmarking Interactive Segmentation
44. NeurIPS 2024Rethinking Decoders for Transformer-based Semantic Segmentation: A Compression Perspective
45. NeurIPS 2024RETR: Multi-View Radar Detection Transformer for Indoor Perception
46. NeurIPS 2024RG-SAN: Rule-Guided Spatial Awareness Network for End-to-End 3D Referring Expression Segmentation
47. NeurIPS 2024Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets
48. NeurIPS 2024Segment Anything without Supervision
49. NeurIPS 2024Segmenting Watermarked Texts From Language Models
50. NeurIPS 2024SegVol: Universal and Interactive Volumetric Medical Image 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。