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 12 / 13 页
- CVPR 2023Label-Free Liver Tumor Segmentation
- CVPR 2023LaserMix for Semi-Supervised LiDAR Semantic Segmentation
- CVPR 2023Learning Open-Vocabulary Semantic Segmentation Models From Natural Language Supervision
- CVPR 2023Learning Orthogonal Prototypes for Generalized Few-Shot Semantic Segmentation
- CVPR 2023Learning To Generate Text-Grounded Mask for Open-World Semantic Segmentation From Only Image-Text Pairs
- CVPR 2023Learning To Segment Every Referring Object Point by Point
- CVPR 2023Less Is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation
- CVPR 2023Leveraging Hidden Positives for Unsupervised Semantic Segmentation
- CVPR 2023Look Before You Match: Instance Understanding Matters in Video Object Segmentation
- CVPR 2023MAESTER: Masked Autoencoder Guided Segmentation at Pixel Resolution for Accurate, Self-Supervised Subcellular Structure Recognition
- CVPR 2023MagicNet: Semi-Supervised Multi-Organ Segmentation via Magic-Cube Partition and Recovery
- CVPR 2023MarS3D: A Plug-and-Play Motion-Aware Model for Semantic Segmentation on Multi-Scan 3D Point Clouds
- CVPR 2023Mask DINO: Towards a Unified Transformer-Based Framework for Object Detection and Segmentation
- CVPR 2023Mask-Free OVIS: Open-Vocabulary Instance Segmentation Without Manual Mask Annotations
- CVPR 2023Mask-Free Video Instance Segmentation
- CVPR 2023Mask-Guided Matting in the Wild
- CVPR 2023MDQE: Mining Discriminative Query Embeddings To Segment Occluded Instances on Challenging Videos
- CVPR 2023MED-VT: Multiscale Encoder-Decoder Video Transformer With Application To Object Segmentation
- CVPR 2023Meta Compositional Referring Expression Segmentation
- CVPR 2023MIANet: Aggregating Unbiased Instance and General Information for Few-Shot Semantic Segmentation
- CVPR 2023MISC210K: A Large-Scale Dataset for Multi-Instance Semantic Correspondence
- CVPR 2023MobileOne: An Improved One Millisecond Mobile Backbone
- CVPR 2023MobileVOS: Real-Time Video Object Segmentation Contrastive Learning Meets Knowledge Distillation
- CVPR 2023MOVES: Manipulated Objects in Video Enable Segmentation
- CVPR 2023MP-Former: Mask-Piloted Transformer for Image Segmentation
- CVPR 2023MSeg3D: Multi-Modal 3D Semantic Segmentation for Autonomous Driving
- CVPR 2023Multiple Instance Learning via Iterative Self-Paced Supervised Contrastive Learning
- CVPR 2023Multispectral Video Semantic Segmentation: A Benchmark Dataset and Baseline
- CVPR 2023Network-Free, Unsupervised Semantic Segmentation With Synthetic Images
- CVPR 2023Neural Congealing: Aligning Images to a Joint Semantic Atlas
- CVPR 2023NewsNet: A Novel Dataset for Hierarchical Temporal Segmentation
- CVPR 2023Novel Class Discovery for 3D Point Cloud Semantic Segmentation
- CVPR 2023ObjectMatch: Robust Registration Using Canonical Object Correspondences
- CVPR 2023On Calibrating Semantic Segmentation Models: Analyses and an Algorithm
- CVPR 2023OneFormer: One Transformer To Rule Universal Image Segmentation
- CVPR 2023Open Vocabulary Semantic Segmentation With Patch Aligned Contrastive Learning
- CVPR 2023Open-Set Semantic Segmentation for Point Clouds via Adversarial Prototype Framework
- CVPR 2023Open-Vocabulary Semantic Segmentation With Mask-Adapted CLIP
- CVPR 2023Orthogonal Annotation Benefits Barely-Supervised Medical Image Segmentation
- CVPR 2023Out-of-Candidate Rectification for Weakly Supervised Semantic Segmentation
- CVPR 2023Parameter Efficient Local Implicit Image Function Network for Face Segmentation
- CVPR 2023PartDistillation: Learning Parts From Instance Segmentation
- CVPR 2023PeakConv: Learning Peak Receptive Field for Radar Semantic Segmentation
- CVPR 2023PIDNet: A Real-Time Semantic Segmentation Network Inspired by PID Controllers
- CVPR 2023PointConvFormer: Revenge of the Point-Based Convolution
- CVPR 2023PolyFormer: Referring Image Segmentation As Sequential Polygon Generation
- CVPR 2023Primitive Generation and Semantic-Related Alignment for Universal Zero-Shot Segmentation
- CVPR 2023Principles of Forgetting in Domain-Incremental Semantic Segmentation in Adverse Weather Conditions
- CVPR 2023Proximal Splitting Adversarial Attack for Semantic Segmentation
- CVPR 2023Pruning Parameterization With Bi-Level Optimization for Efficient Semantic Segmentation on the Edge
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。