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 26 篇，第 1 / 1 页

1. ICLR 2026Adaptive Augmentation-Aware Latent Learning for Robust LiDAR Semantic Segmentation
2. ICLR 2026Advancing Complex Video Object Segmentation via Progressive Concept Construction
3. ICLR 2026ARINBEV: Bird's-Eye View Layout Estimation with Conditional Autoregressive Model
4. ICLR 2026Benchmarking Open-ended Segmentation
5. ICLR 2026COMPASS: Robust Feature Conformal Prediction for Medical Segmentation Metrics
6. ICLR 2026CONSIGN: Conformal Segmentation Informed by Spatial Groupings via Decomposition
7. ICLR 2026Disco: Densely-overlapping Cell Instance Segmentation via Adjacency-aware Collaborative Coloring
8. ICLR 2026Enhancing Image-Conditional Coverage in Segmentation: Adaptive Thresholding via Differentiable Miscoverage Loss
9. ICLR 2026gen2seg: Generative Models Enable Generalizable Instance Segmentation
10. ICLR 2026GOOD: Geometry-guided Out-of-Distribution Modeling for Open-set Test-time Adaptation in Point Cloud Semantic Segmentation
11. ICLR 2026HFSTI-Net: Hierarchical Frequency-spatial-temporal Interactions for Video Polyp Segmentation
12. ICLR 2026Hierarchical Prototype Learning for Semantic Segmentation
13. ICLR 2026HoloPart: Generative 3D Part Amodal Segmentation
14. ICLR 2026IGGT: Instance-Grounded Geometry Transformer for Semantic 3D Reconstruction
15. ICLR 2026K-Prism: A Knowledge-Guided and Prompt Integrated Universal Medical Image Segmentation Model
16. ICLR 2026Locality-Attending Vision Transformer
17. ICLR 2026OVSeg3R: Learn Open-vocabulary Instance Segmentation from 2D via 3D Reconstruction
18. ICLR 2026Point-MoE: Large-Scale Multi-Dataset Training with Mixture-of-Experts for 3D Semantic Segmentation
19. ICLR 2026Rethinking Model Calibration through Spectral Entropy Regularization in Medical Image Segmentation
20. ICLR 2026SAM 3: Segment Anything with Concepts
21. ICLR 2026Sequential Information Bottleneck Fusion: Towards Robust and Generalizable Multi-Modal Brain Tumor Segmentation
22. ICLR 2026TRACE: Your Diffusion Model is Secretly an Instance Edge Detector
23. ICLR 2026vCache: Verified Semantic Prompt Caching
24. ICLR 2026Video Scene Segmentation with Genre and Duration Signals
25. ICLR 2026WavePolyp: Video Polyp Segmentation via Hierarchical Wavelet-Based Feature Aggregation and Inter-Frame Divergence Perception
26. ICLR 2026WOW-Seg: A Word-free Open World Segmentation Model

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。