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 1,033 篇，第 16 / 21 页
- NeurIPS 2024Learning Segmentation from Point Trajectories
- NeurIPS 2024LESS: Label-Efficient and Single-Stage Referring 3D Segmentation
- NeurIPS 2024Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable Segmentation
- NeurIPS 2024Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation
- NeurIPS 2024MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-Learning
- NeurIPS 2024Noisy Label Learning with Instance-Dependent Outliers: Identifiability via Crowd Wisdom
- NeurIPS 2024OAM-TCD: A globally diverse dataset of high-resolution tree cover maps
- NeurIPS 2024One-to-Multiple: A Progressive Style Transfer Unsupervised Domain-Adaptive Framework for Kidney Tumor Segmentation
- NeurIPS 2024OW-VISCapTor: Abstractors for Open-World Video Instance Segmentation and Captioning
- NeurIPS 2024RClicks: Realistic Click Simulation for Benchmarking Interactive Segmentation
- NeurIPS 2024Rethinking Decoders for Transformer-based Semantic Segmentation: A Compression Perspective
- NeurIPS 2024RETR: Multi-View Radar Detection Transformer for Indoor Perception
- NeurIPS 2024RG-SAN: Rule-Guided Spatial Awareness Network for End-to-End 3D Referring Expression Segmentation
- NeurIPS 2024Scribbles for All: Benchmarking Scribble Supervised Segmentation Across Datasets
- NeurIPS 2024Segment Anything without Supervision
- NeurIPS 2024Segmenting Watermarked Texts From Language Models
- NeurIPS 2024SegVol: Universal and Interactive Volumetric Medical Image Segmentation
- NeurIPS 2024SemFlow: Binding Semantic Segmentation and Image Synthesis via Rectified Flow
- NeurIPS 2024SpelsNet: Surface Primitive Elements Segmentation by B-Rep Graph Structure Supervision
- NeurIPS 2024SSA-Seg: Semantic and Spatial Adaptive Pixel-level Classifier for Semantic Segmentation
- NeurIPS 2024SyncVIS: Synchronized Video Instance Segmentation
- NeurIPS 2024TARSS-Net: Temporal-Aware Radar Semantic Segmentation Network
- NeurIPS 2024Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?
- NeurIPS 2024Toward Real Ultra Image Segmentation: Leveraging Surrounding Context to Cultivate General Segmentation Model
- NeurIPS 2024TrackIME: Enhanced Video Point Tracking via Instance Motion Estimation
- NeurIPS 2024Uncertainty-aware Fine-tuning of Segmentation Foundation Models
- NeurIPS 2024Understanding Multi-Granularity for Open-Vocabulary Part Segmentation
- NeurIPS 2024Unleashing Multispectral Video's Potential in Semantic Segmentation: A Semi-supervised Viewpoint and New UAV-View Benchmark
- NeurIPS 2024Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation
- NeurIPS 2024UnSeg: One Universal Unlearnable Example Generator is Enough against All Image Segmentation
- NeurIPS 2024Upping the Game: How 2D U-Net Skip Connections Flip 3D Segmentation
- NeurIPS 2024Where's Waldo: Diffusion Features For Personalized Segmentation and Retrieval
- CVPR 20233D Semantic Segmentation in the Wild: Learning Generalized Models for Adverse-Condition Point Clouds
- CVPR 2023A Generalized Framework for Video Instance Segmentation
- CVPR 2023A Simple Framework for Text-Supervised Semantic Segmentation
- CVPR 2023A Soma Segmentation Benchmark in Full Adult Fly Brain
- CVPR 2023A Strong Baseline for Generalized Few-Shot Semantic Segmentation
- CVPR 2023ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation
- CVPR 2023Adversarially Masking Synthetic To Mimic Real: Adaptive Noise Injection for Point Cloud Segmentation Adaptation
- CVPR 2023Ambiguous Medical Image Segmentation Using Diffusion Models
- CVPR 2023ASPnet: Action Segmentation With Shared-Private Representation of Multiple Data Sources
- CVPR 2023AttentionShift: Iteratively Estimated Part-Based Attention Map for Pointly Supervised Instance Segmentation
- CVPR 2023Augmentation Matters: A Simple-Yet-Effective Approach to Semi-Supervised Semantic Segmentation
- CVPR 2023AutoFocusFormer: Image Segmentation off the Grid
- CVPR 2023Automatic High Resolution Wire Segmentation and Removal
- CVPR 2023BAEFormer: Bi-Directional and Early Interaction Transformers for Bird's Eye View Semantic Segmentation
- CVPR 2023Balancing Logit Variation for Long-Tailed Semantic Segmentation
- CVPR 2023Beyond mAP: Towards Better Evaluation of Instance Segmentation
- CVPR 2023Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation
- CVPR 2023Boosting Low-Data Instance Segmentation by Unsupervised Pre-Training With Saliency Prompt
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。