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 5 / 13 页
- CVPR 2025FisherTune: Fisher-Guided Robust Tuning of Vision Foundation Models for Domain Generalized Segmentation
- CVPR 2025Forming Auxiliary High-confident Instance-level Loss to Promote Learning from Label Proportions
- CVPR 2025Foveated Instance Segmentation
- CVPR 2025Generative Hard Example Augmentation for Semantic Point Cloud Segmentation
- CVPR 2025Generative Map Priors for Collaborative BEV Semantic Segmentation
- CVPR 2025GLUS: Global-Local Reasoning Unified into A Single Large Language Model for Video Segmentation
- CVPR 2025Golden Cudgel Network for Real-Time Semantic Segmentation
- CVPR 2025High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous Flight
- CVPR 2025HiLoTs: High-Low Temporal Sensitive Representation Learning for Semi-Supervised LiDAR Segmentation in Autonomous Driving
- CVPR 2025Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation
- CVPR 2025HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver
- CVPR 2025Improving Semi-Supervised Semantic Segmentation with Sliced-Wasserstein Feature Alignment and Uniformity
- CVPR 2025Incomplete Multi-modal Brain Tumor Segmentation via Learnable Sorting State Space Model
- CVPR 2025Insightful Instance Features for 3D Instance Segmentation
- CVPR 2025InstanceGaussian: Appearance-Semantic Joint Gaussian Representation for 3D Instance-Level Perception
- CVPR 2025Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline
- CVPR 2025Keep the Balance: A Parameter-Efficient Symmetrical Framework for RGB+X Semantic Segmentation
- CVPR 2025KMD: Koopman Multi-modality Decomposition for Generalized Brain Tumor Segmentation under Incomplete Modalities
- CVPR 2025Layered Motion Fusion: Lifting Motion Segmentation to 3D in Egocentric Videos
- CVPR 2025Learning Dynamic Collaborative Network for Semi-supervised 3D Vessel Segmentation
- CVPR 2025LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging
- CVPR 2025LiVOS: Light Video Object Segmentation with Gated Linear Matching
- CVPR 2025LogoSP: Local-global Grouping of Superpoints for Unsupervised Semantic Segmentation of 3D Point Clouds
- CVPR 2025LPOSS: Label Propagation Over Patches and Pixels for Open-vocabulary Semantic Segmentation
- CVPR 2025M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation
- CVPR 2025Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation
- CVPR 2025Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation
- CVPR 2025MaSS13K: A Matting-level Semantic Segmentation Benchmark
- CVPR 2025Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation
- CVPR 2025Minimizing Labeled, Maximizing Unlabeled: An Image-Driven Approach for Video Instance Segmentation
- CVPR 2025Multi-Label Prototype Visual Spatial Search for Weakly Supervised Semantic Segmentation
- CVPR 2025NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation
- CVPR 2025nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark
- CVPR 2025No Thing, Nothing: Highlighting Safety-Critical Classes for Robust LiDAR Semantic Segmentation in Adverse Weather
- CVPR 2025Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation
- CVPR 2025NTClick: Achieving Precise Interactive Segmentation With Noise-tolerant Clicks
- CVPR 2025One Diffusion to Generate Them All
- CVPR 2025OnlineAnySeg: Online Zero-Shot 3D Segmentation by Visual Foundation Model Guided 2D Mask Merging
- CVPR 2025PanoGS: Gaussian-based Panoptic Segmentation for 3D Open Vocabulary Scene Understanding
- CVPR 2025Parameter-efficient Fine-tuning in Hyperspherical Space for Open-vocabulary Semantic Segmentation
- CVPR 2025Perceptual Inductive Bias Is What You Need Before Contrastive Learning
- CVPR 2025PolarNeXt: Rethink Instance Segmentation with Polar Representation
- CVPR 2025POT: Prototypical Optimal Transport for Weakly Supervised Semantic Segmentation
- CVPR 2025Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation
- CVPR 2025Relation3D : Enhancing Relation Modeling for Point Cloud Instance Segmentation
- CVPR 2025Repurposing Stable Diffusion Attention for Training-Free Unsupervised Interactive Segmentation
- CVPR 2025Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention
- CVPR 2025Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian Splatting
- CVPR 2025Revisiting MAE Pre-training for 3D Medical Image Segmentation
- CVPR 2025RipVIS: Rip Currents Video Instance Segmentation Benchmark for Beach Monitoring and Safety
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。