Segmentation papers, 2023–2026
Semantic and instance segmentation
Scope: NeurIPS, ICLR, ICML and CVPR, 2023–2026. 1,034 papers are tagged with this topic.
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.
Papers per venue
Counts by year and venue
| Year | NeurIPS | ICLR | ICML | CVPR | Total |
|---|---|---|---|---|---|
| 2023 | 39 | 16 | 10 | 186 | 251 |
| 2024 | 65 | 19 | 18 | 167 | 269 |
| 2025 | 66 | 26 | 17 | 140 | 249 |
| 2026 | 60 | 26 | 25 | 154 | 265 |
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
186 papers, page 2 of 4
- 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
- CVPR 2023Label-Free Liver Tumor Segmentation
- CVPR 2023LaserMix for Semi-Supervised LiDAR Semantic Segmentation
- CVPR 2023Learning Open-Vocabulary Semantic Segmentation Models From Natural Language Supervision
- CVPR 2023Learning Orthogonal Prototypes for Generalized Few-Shot Semantic Segmentation
- CVPR 2023Learning To Generate Text-Grounded Mask for Open-World Semantic Segmentation From Only Image-Text Pairs
- CVPR 2023Learning To Segment Every Referring Object Point by Point
- CVPR 2023Less Is More: Reducing Task and Model Complexity for 3D Point Cloud Semantic Segmentation
- CVPR 2023Leveraging Hidden Positives for Unsupervised Semantic Segmentation
- CVPR 2023Look Before You Match: Instance Understanding Matters in Video Object Segmentation
- CVPR 2023MAESTER: Masked Autoencoder Guided Segmentation at Pixel Resolution for Accurate, Self-Supervised Subcellular Structure Recognition
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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.