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 11 / 13 页
- CVPR 2023Deep Deterministic Uncertainty: A New Simple Baseline
- CVPR 2023Delivering Arbitrary-Modal Semantic Segmentation
- CVPR 2023Delving Into Shape-Aware Zero-Shot Semantic Segmentation
- CVPR 2023DeSTSeg: Segmentation Guided Denoising Student-Teacher for Anomaly Detection
- CVPR 2023Devil Is in the Queries: Advancing Mask Transformers for Real-World Medical Image Segmentation and Out-of-Distribution Localization
- CVPR 2023DiGA: Distil To Generalize and Then Adapt for Domain Adaptive Semantic Segmentation
- CVPR 2023Dionysus: Recovering Scene Structures by Dividing Into Semantic Pieces
- CVPR 2023Directional Connectivity-Based Segmentation of Medical Images
- CVPR 2023DoNet: Deep De-Overlapping Network for Cytology Instance Segmentation
- CVPR 2023DualRel: Semi-Supervised Mitochondria Segmentation From a Prototype Perspective
- CVPR 2023DynaMask: Dynamic Mask Selection for Instance Segmentation
- CVPR 2023Dynamic Focus-Aware Positional Queries for Semantic Segmentation
- CVPR 2023Dynamically Instance-Guided Adaptation: A Backward-Free Approach for Test-Time Domain Adaptive Semantic Segmentation
- CVPR 2023EFEM: Equivariant Neural Field Expectation Maximization for 3D Object Segmentation Without Scene Supervision
- CVPR 2023Efficient Mask Correction for Click-Based Interactive Image Segmentation
- CVPR 2023Efficient Semantic Segmentation by Altering Resolutions for Compressed Videos
- CVPR 2023Endpoints Weight Fusion for Class Incremental Semantic Segmentation
- CVPR 2023Exemplar-FreeSOLO: Enhancing Unsupervised Instance Segmentation With Exemplars
- CVPR 2023Extracting Class Activation Maps From Non-Discriminative Features As Well
- CVPR 2023Fair Federated Medical Image Segmentation via Client Contribution Estimation
- CVPR 2023FastInst: A Simple Query-Based Model for Real-Time Instance Segmentation
- CVPR 2023Federated Incremental Semantic Segmentation
- CVPR 2023FedSeg: Class-Heterogeneous Federated Learning for Semantic Segmentation
- CVPR 2023Focused and Collaborative Feedback Integration for Interactive Image Segmentation
- CVPR 2023Foundation Model Drives Weakly Incremental Learning for Semantic Segmentation
- CVPR 2023FreeSeg: Unified, Universal and Open-Vocabulary Image Segmentation
- CVPR 2023Fuzzy Positive Learning for Semi-Supervised Semantic Segmentation
- CVPR 2023Generalizable Implicit Neural Representations via Instance Pattern Composers
- CVPR 2023Generative Semantic Segmentation
- CVPR 2023Geometry and Uncertainty-Aware 3D Point Cloud Class-Incremental Semantic Segmentation
- CVPR 2023GRES: Generalized Referring Expression Segmentation
- CVPR 2023GrowSP: Unsupervised Semantic Segmentation of 3D Point Clouds
- CVPR 2023Heat Diffusion Based Multi-Scale and Geometric Structure-Aware Transformer for Mesh Segmentation
- CVPR 2023HGFormer: Hierarchical Grouping Transformer for Domain Generalized Semantic Segmentation
- CVPR 2023Hi4D: 4D Instance Segmentation of Close Human Interaction
- CVPR 2023Hierarchical Dense Correlation Distillation for Few-Shot Segmentation
- CVPR 2023Hunting Sparsity: Density-Guided Contrastive Learning for Semi-Supervised Semantic Segmentation
- CVPR 2023IFSeg: Image-Free Semantic Segmentation via Vision-Language Model
- CVPR 2023Improving Graph Representation for Point Cloud Segmentation via Attentive Filtering
- CVPR 2023Improving Robustness of Semantic Segmentation to Motion-Blur Using Class-Centric Augmentation
- CVPR 2023Incrementer: Transformer for Class-Incremental Semantic Segmentation With Knowledge Distillation Focusing on Old Class
- CVPR 2023Instance-Specific and Model-Adaptive Supervision for Semi-Supervised Semantic Segmentation
- CVPR 2023Instant Domain Augmentation for LiDAR Semantic Segmentation
- CVPR 2023InstMove: Instance Motion for Object-Centric Video Segmentation
- CVPR 2023Interactive Segmentation As Gaussion Process Classification
- CVPR 2023Interactive Segmentation of Radiance Fields
- CVPR 2023ISBNet: A 3D Point Cloud Instance Segmentation Network With Instance-Aware Sampling and Box-Aware Dynamic Convolution
- CVPR 2023Iterative Next Boundary Detection for Instance Segmentation of Tree Rings in Microscopy Images of Shrub Cross Sections
- CVPR 2023JacobiNeRF: NeRF Shaping With Mutual Information Gradients
- CVPR 2023L-CoIns: Language-Based Colorization With Instance Awareness
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。