Segmentation papers, 2023–2026

Key findings

• Segmentation went from 251 papers in 2023 to 265 in 2026, roughly 1.1x in three years.
• CVPR publishes the most Segmentation work: 647 papers from 2023 to 2026, 63% of the four-venue total.
• The fastest-growing overlap is with Multimodal LLMs: papers tagged with both rose from 36 in 2023 to 72 in 2026.
• Among the 5 topics under Computer Vision, it ranks #5 by 2026 paper count; the fastest grower in the group, Video Understanding, is up 2.6x versus 1.1x here.

Representative papers

Spread across years and venues so every edition shows up

• 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

All Segmentation papers

249 papers, page 2 of 5

51. CVPR 2025Generative Hard Example Augmentation for Semantic Point Cloud Segmentation
52. CVPR 2025Generative Map Priors for Collaborative BEV Semantic Segmentation
53. CVPR 2025GLUS: Global-Local Reasoning Unified into A Single Large Language Model for Video Segmentation
54. CVPR 2025Golden Cudgel Network for Real-Time Semantic Segmentation
55. CVPR 2025High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous Flight
56. CVPR 2025HiLoTs: High-Low Temporal Sensitive Representation Learning for Semi-Supervised LiDAR Segmentation in Autonomous Driving
57. CVPR 2025Hyperbolic Uncertainty-Aware Few-Shot Incremental Point Cloud Segmentation
58. CVPR 2025HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual Perceiver
59. CVPR 2025Improving Semi-Supervised Semantic Segmentation with Sliced-Wasserstein Feature Alignment and Uniformity
60. CVPR 2025Incomplete Multi-modal Brain Tumor Segmentation via Learnable Sorting State Space Model
61. CVPR 2025Insightful Instance Features for 3D Instance Segmentation
62. CVPR 2025InstanceGaussian: Appearance-Semantic Joint Gaussian Representation for 3D Instance-Level Perception
63. CVPR 2025Interactive Medical Image Segmentation: A Benchmark Dataset and Baseline
64. CVPR 2025Keep the Balance: A Parameter-Efficient Symmetrical Framework for RGB+X Semantic Segmentation
65. CVPR 2025KMD: Koopman Multi-modality Decomposition for Generalized Brain Tumor Segmentation under Incomplete Modalities
66. CVPR 2025Layered Motion Fusion: Lifting Motion Segmentation to 3D in Egocentric Videos
67. CVPR 2025Learning Dynamic Collaborative Network for Semi-supervised 3D Vessel Segmentation
68. CVPR 2025LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body Imaging
69. CVPR 2025LiVOS: Light Video Object Segmentation with Gated Linear Matching
70. CVPR 2025LogoSP: Local-global Grouping of Superpoints for Unsupervised Semantic Segmentation of 3D Point Clouds
71. CVPR 2025LPOSS: Label Propagation Over Patches and Pixels for Open-vocabulary Semantic Segmentation
72. CVPR 2025M^3-VOS: Multi-Phase, Multi-Transition, and Multi-Scenery Video Object Segmentation
73. CVPR 2025Mamba as a Bridge: Where Vision Foundation Models Meet Vision Language Models for Domain-Generalized Semantic Segmentation
74. CVPR 2025Mask-Adapter: The Devil is in the Masks for Open-Vocabulary Segmentation
75. CVPR 2025MaSS13K: A Matting-level Semantic Segmentation Benchmark
76. CVPR 2025Minding Fuzzy Regions: A Data-driven Alternating Learning Paradigm for Stable Lesion Segmentation
77. CVPR 2025Minimizing Labeled, Maximizing Unlabeled: An Image-Driven Approach for Video Instance Segmentation
78. CVPR 2025Multi-Label Prototype Visual Spatial Search for Weakly Supervised Semantic Segmentation
79. CVPR 2025NightAdapter: Learning a Frequency Adapter for Generalizable Night-time Scene Segmentation
80. CVPR 2025nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation Benchmark
81. CVPR 2025No Thing, Nothing: Highlighting Safety-Critical Classes for Robust LiDAR Semantic Segmentation in Adverse Weather
82. CVPR 2025Noise-Consistent Siamese-Diffusion for Medical Image Synthesis and Segmentation
83. CVPR 2025NTClick: Achieving Precise Interactive Segmentation With Noise-tolerant Clicks
84. CVPR 2025One Diffusion to Generate Them All
85. CVPR 2025OnlineAnySeg: Online Zero-Shot 3D Segmentation by Visual Foundation Model Guided 2D Mask Merging
86. CVPR 2025PanoGS: Gaussian-based Panoptic Segmentation for 3D Open Vocabulary Scene Understanding
87. CVPR 2025Parameter-efficient Fine-tuning in Hyperspherical Space for Open-vocabulary Semantic Segmentation
88. CVPR 2025Perceptual Inductive Bias Is What You Need Before Contrastive Learning
89. CVPR 2025PolarNeXt: Rethink Instance Segmentation with Polar Representation
90. CVPR 2025POT: Prototypical Optimal Transport for Weakly Supervised Semantic Segmentation
91. CVPR 2025Prototype-Based Image Prompting for Weakly Supervised Histopathological Image Segmentation
92. CVPR 2025Relation3D : Enhancing Relation Modeling for Point Cloud Instance Segmentation
93. CVPR 2025Repurposing Stable Diffusion Attention for Training-Free Unsupervised Interactive Segmentation
94. CVPR 2025Rethinking Decoder Design: Improving Biomarker Segmentation Using Depth-to-Space Restoration and Residual Linear Attention
95. CVPR 2025Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian Splatting
96. CVPR 2025Revisiting MAE Pre-training for 3D Medical Image Segmentation
97. CVPR 2025RipVIS: Rip Currents Video Instance Segmentation Benchmark for Beach Monitoring and Safety
98. CVPR 2025ROS-SAM: High-Quality Interactive Segmentation for Remote Sensing Moving Object
99. CVPR 2025SAM-I2V: Upgrading SAM to Support Promptable Video Segmentation with Less than 0.2% Training Cost
100. CVPR 2025SAM2Object: Consolidating View Consistency via SAM2 for Zero-Shot 3D Instance Segmentation

FAQ

How many Segmentation papers were published at NeurIPS, ICLR, ICML and CVPR from 2023 to 2026?

1,034 in total: 251 in 2023, 269 in 2024, 249 in 2025, 265 in 2026.

How many Segmentation papers are at NeurIPS 2026?

NeurIPS 2026 has 60 Segmentation papers, versus 66 the year before.

How many Segmentation papers are at ICLR 2026?

ICLR 2026 has 26 Segmentation papers, versus 26 the year before.

How many Segmentation papers are at ICML 2026?

ICML 2026 has 25 Segmentation papers, versus 17 the year before.

How many Segmentation papers are at CVPR 2026?

CVPR 2026 has 154 Segmentation papers, versus 140 the year before.

Which conference publishes the most Segmentation papers?

CVPR, with 647 papers from 2023 to 2026.