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 21 / 21 页

1001. NeurIPS 2023Annotator: A Generic Active Learning Baseline for LiDAR Semantic Segmentation
1002. NeurIPS 2023ATTA: Anomaly-aware Test-Time Adaptation for Out-of-Distribution Detection in Segmentation
1003. NeurIPS 2023AttrSeg: Open-Vocabulary Semantic Segmentation via Attribute Decomposition-Aggregation
1004. NeurIPS 2023Augmentation-Free Dense Contrastive Knowledge Distillation for Efficient Semantic Segmentation
1005. NeurIPS 2023Contrastive Lift: 3D Object Instance Segmentation by Slow-Fast Contrastive Fusion
1006. NeurIPS 2023DaTaSeg: Taming a Universal Multi-Dataset Multi-Task Segmentation Model
1007. NeurIPS 2023DAW: Exploring the Better Weighting Function for Semi-supervised Semantic Segmentation
1008. NeurIPS 2023FLAIR : a Country-Scale Land Cover Semantic Segmentation Dataset From Multi-Source Optical Imagery
1009. NeurIPS 2023From ViT Features to Training-free Video Object Segmentation via Streaming-data Mixture Models
1010. NeurIPS 2023GNeSF: Generalizable Neural Semantic Fields
1011. NeurIPS 2023Hierarchical Open-vocabulary Universal Image Segmentation
1012. NeurIPS 2023IDRNet: Intervention-Driven Relation Network for Semantic Segmentation
1013. NeurIPS 2023InstanT: Semi-supervised Learning with Instance-dependent Thresholds
1014. NeurIPS 2023Jaccard Metric Losses: Optimizing the Jaccard Index with Soft Labels
1015. NeurIPS 2023Label Correction of Crowdsourced Noisy Annotations with an Instance-Dependent Noise Transition Model
1016. NeurIPS 2023Mask Propagation for Efficient Video Semantic Segmentation
1017. NeurIPS 2023Multi-body SE(3) Equivariance for Unsupervised Rigid Segmentation and Motion Estimation
1018. NeurIPS 2023Open Compound Domain Adaptation with Object Style Compensation for Semantic Segmentation
1019. NeurIPS 2023OpenMask3D: Open-Vocabulary 3D Instance Segmentation
1020. NeurIPS 2023OV-PARTS: Towards Open-Vocabulary Part Segmentation
1021. NeurIPS 2023Revisiting Evaluation Metrics for Semantic Segmentation: Optimization and Evaluation of Fine-grained Intersection over Union
1022. NeurIPS 2023SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model
1023. NeurIPS 2023Saving 100x Storage: Prototype Replay for Reconstructing Training Sample Distribution in Class-Incremental Semantic Segmentation
1024. NeurIPS 2023Segment Everything Everywhere All at Once
1025. NeurIPS 2023SegRefiner: Towards Model-Agnostic Segmentation Refinement with Discrete Diffusion Process
1026. NeurIPS 2023SmooSeg: Smoothness Prior for Unsupervised Semantic Segmentation
1027. NeurIPS 2023Switching Temporary Teachers for Semi-Supervised Semantic Segmentation
1028. NeurIPS 2023TMT-VIS: Taxonomy-aware Multi-dataset Joint Training for Video Instance Segmentation
1029. NeurIPS 2023Topology-Aware Uncertainty for Image Segmentation
1030. NeurIPS 2023Uncertainty Estimation for Safety-critical Scene Segmentation via Fine-grained Reward Maximization
1031. NeurIPS 2023Unified 3D Segmenter As Prototypical Classifiers
1032. NeurIPS 2023What a MESS: Multi-Domain Evaluation of Zero-Shot Semantic Segmentation
1033. NeurIPS 2023When Visual Prompt Tuning Meets Source-Free Domain Adaptive Semantic 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。