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 1,033 篇，第 1 / 21 页

1. CVPR 2026AD-GBC Anisotropic Granular-Ball Skip-Connection Refiner for UNet-Based Medical Image Segmentation
2. CVPR 2026AG-VAS Anchor-Guided Zero-Shot Visual Anomaly Segmentation with Large Multimodal Models
3. CVPR 2026Annotation-Efficient Coreset Selection for Context-dependent Segmentation
4. CVPR 2026B3-Seg Camera-Free Training-Free 3DGS Segmentation via Analytic EIG and Beta-Bernoulli
5. CVPR 2026Bayesian Decomposition and Semantic Completion for Few-shot Semantic Segmentation
6. CVPR 2026Best Segmentation Buddies for Image-Shape Correspondence
7. CVPR 2026Better Stronger Faster Tackling the Trilemma in MLLM-based Segmentation with
8. CVPR 2026Better than Average Spatially-Aware Aggregation of Segmentation Uncertainty Improves Downstream
9. CVPR 2026BEV-CAR Enhancing Monocular Birds Eye View Segmentation with Context-Aware Rasterization
10. CVPR 2026BiPA Bilevel Prompt Adaptation for Underwater Instance Segmentation
11. CVPR 2026BoostSLT Boosting Sign Language Translation via a Plug-and-Play Diffusion-Based Semantic
12. CVPR 2026Bootstrapping Video Semantic Segmentation Model via Distillation-assisted Test-Time Adaptation
13. CVPR 2026CaptionFormer Unified Segmentation Tracking and Captioning for Spatio-Temporal Objects
14. CVPR 2026CDICS Delving Into Fine-Grained Attribute for In-Context Segmentation via Compositional
15. CVPR 2026CG-Reasoner Centroid-Guided Positional Reasoning Segmentation for Medical Imaging with a
16. CVPR 2026ClimaOoD Improving Anomaly Segmentation via Physically Realistic Synthetic Data
17. CVPR 2026CompetitorFormer Mitigating Query Conflicts for 3D Instance Segmentation via Competitive
18. CVPR 2026Concept-Aware LoRA for Domain-Aligned Segmentation Dataset Generation
19. CVPR 2026Consistent Instance Field for Dynamic Scene Understanding
20. CVPR 2026Conversational Image Segmentation Grounding Abstract Concepts with Scalable Supervision
21. CVPR 2026CoSMo3D Open-World Promptable 3D Semantic Segmentation through LLM-Guided Canonical Spatial
22. CVPR 2026CrackSSM Reviving SSMs for Crack Segmentation via Dynamic Scanning
23. CVPR 2026Cross-Domain Few-Shot Segmentation via Multi-view Progressive Adaptation
24. CVPR 2026Delving Aleatoric Uncertainty in Medical Image Segmentation via Vision Foundation
25. CVPR 2026Denoise and Align Towards Source-Free UDA for Robust Panoramic Semantic
26. CVPR 2026Differentiable Laplacian Matrix Guided Superpixel Segmentation
27. CVPR 2026Diffusion-Based Native Adversarial Synthesis for Enhanced Medical Segmentation Generalization
28. CVPR 2026DIMOS Disentangling Instance-level Moving Object Segmentation
29. CVPR 2026Direct Segmentation without Logits Optimization for Training-Free Open-Vocabulary Semantic Segmentation
30. CVPR 2026Discriminative Perception via Anchored Description for Reasoning Segmentation
31. CVPR 2026DriverGaze360 OmniDirectional Driver Attention with Object-Level Guidance
32. CVPR 2026Dual-level Adapter Boosting Prompt-free Curvilinear Structure Segmentation
33. CVPR 2026Efficient Video Object Segmentation and Tracking with Recurrent Dynamic Submodel
34. CVPR 2026ELVIS Enhance Low-Light for Video Instance Segmentation in the Dark
35. CVPR 2026EvObj Learning Evolving Object-centric Representations for 3D Instance Segmentation without
36. CVPR 2026F2Net A Frequency-Fused Network for Ultra-High Resolution Remote Sensing Segmentation
37. CVPR 2026FlowDIS Language-Guided Dichotomous Image Segmentation with Flow Matching
38. CVPR 2026FoV-Net Rotation-Invariant CAD B-rep Learning via Field-of-View Ray Casting
39. CVPR 2026Frequency-Aware Affinity for Weakly Supervised Semantic Segmentation
40. CVPR 2026From Infusion to Assimilation Distillation for Medical Image Segmentation
41. CVPR 2026From Observation to Action Latent Action-based Primitive Segmentation for VLA
42. CVPR 2026From Softmax to Dirichlet Evidential Learning for Semi-supervised Semantic Segmentation
43. CVPR 2026GeCo Geometry-Consistent Regularization for Domain Generalized Semantic Segmentation
44. CVPR 2026Generalizable Knowledge Distillation from Vision Foundation Models for Semantic Segmentation
45. CVPR 2026Generalizable Sparse-View 3D Reconstruction from Unconstrained Images
46. CVPR 2026GenMask Adapting DiT for Segmentation via Direct Mask Generation
47. CVPR 2026GenSplat Bridging the Generalization Gap in 3DGS Language Comprehension
48. CVPR 2026GeoFree-CoSeg Unsupervised Point Cloud-Image Cross-Modal Co-Segmentation Without Geometric Alignment
49. CVPR 2026GeoGuide Hierarchical Geometric Guidance for Open-Vocabulary 3D Semantic Segmentation
50. CVPR 2026Geometry-Aware Cross-Modal Graph Alignment for Referring Segmentation in 3D Gaussian

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。