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 646 篇，第 13 / 13 页
- CVPR 2023Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image Segmentation
- CVPR 2023RangeViT: Towards Vision Transformers for 3D Semantic Segmentation in Autonomous Driving
- CVPR 2023Reducing the Label Bias for Timestamp Supervised Temporal Action Segmentation
- CVPR 2023Reliability in Semantic Segmentation: Are We on the Right Track?
- CVPR 2023Rethinking Few-Shot Medical Segmentation: A Vector Quantization View
- CVPR 2023Rethinking the Correlation in Few-Shot Segmentation: A Buoys View
- CVPR 2023Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation
- CVPR 2023Robust Model-Based Face Reconstruction Through Weakly-Supervised Outlier Segmentation
- CVPR 2023SegLoc: Learning Segmentation-Based Representations for Privacy-Preserving Visual Localization
- CVPR 2023Semantic Ray: Learning a Generalizable Semantic Field With Cross-Reprojection Attention
- CVPR 2023Semantic Scene Completion With Cleaner Self
- CVPR 2023Semantic-Promoted Debiasing and Background Disambiguation for Zero-Shot Instance Segmentation
- CVPR 2023SemiCVT: Semi-Supervised Convolutional Vision Transformer for Semantic Segmentation
- CVPR 2023SFD2: Semantic-Guided Feature Detection and Description
- CVPR 2023Side Adapter Network for Open-Vocabulary Semantic Segmentation
- CVPR 2023SIM: Semantic-Aware Instance Mask Generation for Box-Supervised Instance Segmentation
- CVPR 2023SimpSON: Simplifying Photo Cleanup With Single-Click Distracting Object Segmentation Network
- CVPR 2023Simultaneously Short- and Long-Term Temporal Modeling for Semi-Supervised Video Semantic Segmentation
- CVPR 2023Single Domain Generalization for LiDAR Semantic Segmentation
- CVPR 2023Sparsely Annotated Semantic Segmentation With Adaptive Gaussian Mixtures
- CVPR 2023Spatio-Temporal Pixel-Level Contrastive Learning-Based Source-Free Domain Adaptation for Video Semantic Segmentation
- CVPR 2023SPIn-NeRF: Multiview Segmentation and Perceptual Inpainting With Neural Radiance Fields
- CVPR 2023Style Projected Clustering for Domain Generalized Semantic Segmentation
- CVPR 2023SUDS: Scalable Urban Dynamic Scenes
- CVPR 2023TarViS: A Unified Approach for Target-Based Video Segmentation
- CVPR 2023The Devil Is in the Points: Weakly Semi-Supervised Instance Segmentation via Point-Guided Mask Representation
- CVPR 2023TinyMIM: An Empirical Study of Distilling MIM Pre-Trained Models
- CVPR 2023Token Contrast for Weakly-Supervised Semantic Segmentation
- CVPR 2023Towards Better Stability and Adaptability: Improve Online Self-Training for Model Adaptation in Semantic Segmentation
- CVPR 2023Towards Open-World Segmentation of Parts
- CVPR 2023Transformer Scale Gate for Semantic Segmentation
- CVPR 2023Tree Instance Segmentation With Temporal Contour Graph
- CVPR 2023Two-Shot Video Object Segmentation
- CVPR 2023Two-Stage Co-Segmentation Network Based on Discriminative Representation for Recovering Human Mesh From Videos
- CVPR 2023Ultra-High Resolution Segmentation With Ultra-Rich Context: A Novel Benchmark
- CVPR 2023Understanding Imbalanced Semantic Segmentation Through Neural Collapse
- CVPR 2023UniDAformer: Unified Domain Adaptive Panoptic Segmentation Transformer via Hierarchical Mask Calibration
- CVPR 2023Unified Mask Embedding and Correspondence Learning for Self-Supervised Video Segmentation
- CVPR 2023Unsupervised Space-Time Network for Temporally-Consistent Segmentation of Multiple Motions
- CVPR 2023VectorFloorSeg: Two-Stream Graph Attention Network for Vectorized Roughcast Floorplan Segmentation
- CVPR 2023Weakly Supervised Segmentation With Point Annotations for Histopathology Images via Contrast-Based Variational Model
- CVPR 2023Weakly Supervised Semantic Segmentation via Adversarial Learning of Classifier and Reconstructor
- CVPR 2023Weakly-Supervised Domain Adaptive Semantic Segmentation With Prototypical Contrastive Learning
- CVPR 2023You Only Segment Once: Towards Real-Time Panoptic Segmentation
- CVPR 2023ZegCLIP: Towards Adapting CLIP for Zero-Shot Semantic Segmentation
- CVPR 2023Zero-Shot Referring Image Segmentation With Global-Local Context Features
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。