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 13 / 21 页
- CVPR 2024NeRF-HuGS: Improved Neural Radiance Fields in Non-static Scenes Using Heuristics-Guided Segmentation
- CVPR 2024No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation
- CVPR 2024Not All Classes Stand on Same Embeddings: Calibrating a Semantic Distance with Metric Tensor
- CVPR 2024OA-CNNs: Omni-Adaptive Sparse CNNs for 3D Semantic Segmentation
- CVPR 2024ODIN: A Single Model for 2D and 3D Segmentation
- CVPR 2024OMG-Seg: Is One Model Good Enough For All Segmentation?
- CVPR 2024OmniSeg3D: Omniversal 3D Segmentation via Hierarchical Contrastive Learning
- CVPR 2024OneFormer3D: One Transformer for Unified Point Cloud Segmentation
- CVPR 2024Open-Set Domain Adaptation for Semantic Segmentation
- CVPR 2024Open-Vocabulary 3D Semantic Segmentation with Foundation Models
- CVPR 2024Open-Vocabulary Attention Maps with Token Optimization for Semantic Segmentation in Diffusion Models
- CVPR 2024Open-Vocabulary Segmentation with Semantic-Assisted Calibration
- CVPR 2024Open-Vocabulary Semantic Segmentation with Image Embedding Balancing
- CVPR 2024Open-World Semantic Segmentation Including Class Similarity
- CVPR 2024Open3DIS: Open-Vocabulary 3D Instance Segmentation with 2D Mask Guidance
- CVPR 2024PanoOcc: Unified Occupancy Representation for Camera-based 3D Panoptic Segmentation
- CVPR 2024PartDistill: 3D Shape Part Segmentation by Vision-Language Model Distillation
- CVPR 2024PDF: A Probability-Driven Framework for Open World 3D Point Cloud Semantic Segmentation
- CVPR 2024PEM: Prototype-based Efficient MaskFormer for Image Segmentation
- CVPR 2024PH-Net: Semi-Supervised Breast Lesion Segmentation via Patch-wise Hardness
- CVPR 2024pix2gestalt: Amodal Segmentation by Synthesizing Wholes
- CVPR 2024Point-VOS: Pointing Up Video Object Segmentation
- CVPR 2024Point2CAD: Reverse Engineering CAD Models from 3D Point Clouds
- CVPR 2024Progress-Aware Online Action Segmentation for Egocentric Procedural Task Videos
- CVPR 2024Prompt-Driven Referring Image Segmentation with Instance Contrasting
- CVPR 2024PrPSeg: Universal Proposition Learning for Panoramic Renal Pathology Segmentation
- CVPR 2024PSDPM: Prototype-based Secondary Discriminative Pixels Mining for Weakly Supervised Semantic Segmentation
- CVPR 2024Putting the Object Back into Video Object Segmentation
- CVPR 2024QDFormer: Towards Robust Audiovisual Segmentation in Complex Environments with Quantization-based Semantic Decomposition
- CVPR 2024RankMatch: Exploring the Better Consistency Regularization for Semi-supervised Semantic Segmentation
- CVPR 2024Rethinking Few-shot 3D Point Cloud Semantic Segmentation
- CVPR 2024Rethinking Interactive Image Segmentation with Low Latency High Quality and Diverse Prompts
- CVPR 2024Rethinking the Spatial Inconsistency in Classifier-Free Diffusion Guidance
- CVPR 2024RMem: Restricted Memory Banks Improve Video Object Segmentation
- CVPR 2024SAI3D: Segment Any Instance in 3D Scenes
- CVPR 2024SatSynth: Augmenting Image-Mask Pairs through Diffusion Models for Aerial Semantic Segmentation
- CVPR 2024SeaBird: Segmentation in Bird's View with Dice Loss Improves Monocular 3D Detection of Large Objects
- CVPR 2024SED: A Simple Encoder-Decoder for Open-Vocabulary Semantic Segmentation
- CVPR 2024Seg2Reg: Differentiable 2D Segmentation to 1D Regression Rendering for 360 Room Layout Reconstruction
- CVPR 2024Segment Every Out-of-Distribution Object
- CVPR 2024Semantic Line Combination Detector
- CVPR 2024Semantic-aware SAM for Point-Prompted Instance Segmentation
- CVPR 2024Semantics Distortion and Style Matter: Towards Source-free UDA for Panoramic Segmentation
- CVPR 2024Separate and Conquer: Decoupling Co-occurrence via Decomposition and Representation for Weakly Supervised Semantic Segmentation
- CVPR 2024SG-BEV: Satellite-Guided BEV Fusion for Cross-View Semantic Segmentation
- CVPR 2024ShapeMatcher: Self-Supervised Joint Shape Canonicalization Segmentation Retrieval and Deformation
- CVPR 2024SNI-SLAM: Semantic Neural Implicit SLAM
- CVPR 2024SNIDA: Unlocking Few-Shot Object Detection with Non-linear Semantic Decoupling Augmentation
- CVPR 2024Spherical Mask: Coarse-to-Fine 3D Point Cloud Instance Segmentation with Spherical Representation
- CVPR 2024Stable Neighbor Denoising for Source-free Domain Adaptive Segmentation
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。