分割论文趋势 2023–2026
语义/实例分割
统计范围：NeurIPS、ICLR、ICML、CVPR 四个会议，2023–2026 年，共 1,034 篇被归入该主题的论文。
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。
各会议论文数
按年份和会议统计
| 年份 | NeurIPS | ICLR | ICML | CVPR | 合计 |
|---|---|---|---|---|---|
| 2023 | 39 | 16 | 10 | 186 | 251 |
| 2024 | 65 | 19 | 18 | 167 | 269 |
| 2025 | 66 | 26 | 17 | 140 | 249 |
| 2026 | 60 | 26 | 25 | 154 | 265 |
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 167 篇，第 4 / 4 页
- CVPR 2024UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather
- CVPR 2024Universal Segmentation at Arbitrary Granularity with Language Instruction
- CVPR 2024UniVS: Unified and Universal Video Segmentation with Prompts as Queries
- CVPR 2024Unlocking the Potential of Pre-trained Vision Transformers for Few-Shot Semantic Segmentation through Relationship Descriptors
- CVPR 2024Unraveling Instance Associations: A Closer Look for Audio-Visual Segmentation
- CVPR 2024UnScene3D: Unsupervised 3D Instance Segmentation for Indoor Scenes
- CVPR 2024Unsegment Anything by Simulating Deformation
- CVPR 2024Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling
- CVPR 2024Unsupervised Universal Image Segmentation
- CVPR 2024Unveiling Parts Beyond Objects: Towards Finer-Granularity Referring Expression Segmentation
- CVPR 2024USE: Universal Segment Embeddings for Open-Vocabulary Image Segmentation
- CVPR 2024Vanishing-Point-Guided Video Semantic Segmentation of Driving Scenes
- CVPR 2024Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation
- CVPR 2024VideoCutLER: Surprisingly Simple Unsupervised Video Instance Segmentation
- CVPR 2024Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach
- CVPR 2024Weakly Supervised Point Cloud Semantic Segmentation via Artificial Oracle
- CVPR 2024ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting
在 Claude、Cursor 里直接问这个趋势
接上 Paperlist MCP 后，写综述、挑方向或准备投稿时，不用离开对话框就能拿到这页的数字：每年各会议的论文数、增长倍数、涨得最快的子方向和代表论文，AI 会按你的问题整理。
可以直接复制这句话问 AI
用 paperlist 查分割在 CVPR 2023–2026 的论文趋势，哪一年涨得最快？
AI 会调用的工具：get_topic_stats {"topic": "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。