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 66 篇，第 1 / 2 页

1. NeurIPS 2025$\epsilon$-Seg: Sparsely Supervised Semantic Segmentation of Microscopy Data
2. NeurIPS 2025Alligat0R: Pre-Training through Covisibility Segmentation for Relative Camera Pose Regression
3. NeurIPS 2025ARGenSeg: Image Segmentation with Autoregressive Image Generation Model
4. NeurIPS 2025BeyondMix: Leveraging Structural Priors and Long-Range Dependencies for Domain-Invariant LiDAR Segmentation
5. NeurIPS 2025Bringing SAM to new heights: leveraging elevation data for tree crown segmentation from drone imagery
6. NeurIPS 2025CamSAM2: Segment Anything Accurately in Camouflaged Videos
7. NeurIPS 2025Cancer Survival Analysis via Zero-shot Tumor Microenvironment Segmentation on Low-resolution Whole Slide Pathology Images
8. NeurIPS 2025Concerto: Joint 2D-3D Self-Supervised Learning Emerges Spatial Representations
9. NeurIPS 2025Continual Gaussian Mixture Distribution Modeling for Class Incremental Semantic Segmentation
10. NeurIPS 2025COS3D: Collaborative Open-Vocabulary 3D Segmentation
11. NeurIPS 2025CroPe: Cross-Modal Semantic Compensation Adaptation for All Adverse Scene Understanding
12. NeurIPS 2025Differentiable Hierarchical Visual Tokenization
13. NeurIPS 2025Diffusion-Driven Two-Stage Active Learning for Low-Budget Semantic Segmentation
14. NeurIPS 2025FAST: Foreground‑aware Diffusion with Accelerated Sampling Trajectory for Segmentation‑oriented Anomaly Synthesis
15. NeurIPS 2025FineRS: Fine-grained Reasoning and Segmentation of Small Objects with Reinforcement Learning
16. NeurIPS 2025FOCUS: Unified Vision-Language Modeling for Interactive Editing Driven by Referential Segmentation
17. NeurIPS 2025GauSAM: Contour‑Guided 2D Gaussian Fields for Multi‑Scale Medical Image Segmentation with Segment Anything
18. NeurIPS 2025GMM-based VAE model with Normalising Flow for effective stochastic segmentation
19. NeurIPS 2025GTPBD: A Fine-Grained Global Terraced Parcel and Boundary Dataset
20. NeurIPS 2025HumanCrafter: Synergizing Generalizable Human Reconstruction and Semantic 3D Segmentation
21. NeurIPS 2025Instant Video Models: Universal Adapters for Stabilizing Image-Based Networks
22. NeurIPS 2025IPFormer: Visual 3D Panoptic Scene Completion with Context-Adaptive Instance Proposals
23. NeurIPS 2025LangHOPS: Language Grounded Hierarchical Open-Vocabulary Part Segmentation
24. NeurIPS 2025Leaving No OOD Instance Behind: Instance-Level OOD Fine-Tuning for Anomaly Segmentation
25. NeurIPS 2025Leveraging Depth and Language for Open-Vocabulary Domain-Generalized Semantic Segmentation
26. NeurIPS 2025LoMix: Learnable Weighted Multi-Scale Logits Mixing for Medical Image Segmentation
27. NeurIPS 2025MATCH: Multi-faceted Adaptive Topo-Consistency for Semi-Supervised Histopathology Segmentation
28. NeurIPS 2025MixPrompt: Efficient Mixed Prompting for Multimodal Semantic Segmentation
29. NeurIPS 2025MLLM-For3D: Adapting Multimodal Large Language Model for 3D Reasoning Segmentation
30. NeurIPS 2025MobileODE: An Extra Lightweight Network
31. NeurIPS 2025Native Segmentation Vision Transformers
32. NeurIPS 2025No Object Is an Island: Enhancing 3D Semantic Segmentation Generalization with Diffusion Models
33. NeurIPS 2025OmniSegmentor: A Flexible Multi-Modal Learning Framework for Semantic Segmentation
34. NeurIPS 2025On Geometry-Enhanced Parameter-Efficient Fine-Tuning for 3D Scene Segmentation
35. NeurIPS 2025Online Segment Any 3D Thing as Instance Tracking
36. NeurIPS 2025Open-Vocabulary Part Segmentation via Progressive and Boundary-Aware Strategy
37. NeurIPS 2025OpenLex3D: A Tiered Benchmark for Open-Vocabulary 3D Scene Representations
38. NeurIPS 2025OpenWorldSAM: Extending SAM2 for Universal Image Segmentation with Language Prompts
39. NeurIPS 2025OPMapper: Enhancing Open-Vocabulary Semantic Segmentation with Multi-Guidance Information
40. NeurIPS 2025OVS Meets Continual Learning: Towards Sustainable Open-Vocabulary Segmentation
41. NeurIPS 2025Pancakes: Consistent Multi-Protocol Image Segmentation Across Biomedical Domains
42. NeurIPS 2025PanTS: The Pancreatic Tumor Segmentation Dataset
43. NeurIPS 2025RankSEG-RMA: An Efficient Segmentation Algorithm via Reciprocal Moment Approximation
44. NeurIPS 2025Re-coding for Uncertainties: Edge-awareness Semantic Concordance for Resilient Event-RGB Segmentation
45. NeurIPS 2025Reasoning Beyond Points: A Visual Introspective Approach for Few-Shot 3D Segmentation
46. NeurIPS 2025RESAnything: Attribute Prompting for Arbitrary Referring Segmentation
47. NeurIPS 2025Robust Egocentric Referring Video Object Segmentation via Dual-Modal Causal Intervention
48. NeurIPS 2025SaFiRe: Saccade-Fixation Reiteration with Mamba for Referring Image Segmentation
49. NeurIPS 2025Sample-Efficient Multi-Round Generative Data Augmentation for Long-Tail Instance Segmentation
50. NeurIPS 2025SANSA: Unleashing the Hidden Semantics in SAM2 for Few-Shot 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。