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
646 papers, page 10 of 13
- CVPR 2024Unsupervised Semantic Segmentation Through Depth-Guided Feature Correlation and Sampling
- CVPR 2024Unsupervised Universal Image Segmentation
- CVPR 2024Unveiling Parts Beyond Objects: Towards Finer-Granularity Referring Expression Segmentation
- CVPR 2024USE: Universal Segment Embeddings for Open-Vocabulary Image Segmentation
- CVPR 2024Vanishing-Point-Guided Video Semantic Segmentation of Driving Scenes
- CVPR 2024Versatile Medical Image Segmentation Learned from Multi-Source Datasets via Model Self-Disambiguation
- CVPR 2024VideoCutLER: Surprisingly Simple Unsupervised Video Instance Segmentation
- CVPR 2024Visual Prompting for Generalized Few-shot Segmentation: A Multi-scale Approach
- CVPR 2024Weakly Supervised Point Cloud Semantic Segmentation via Artificial Oracle
- CVPR 2024ZePT: Zero-Shot Pan-Tumor Segmentation via Query-Disentangling and Self-Prompting
- CVPR 20233D Semantic Segmentation in the Wild: Learning Generalized Models for Adverse-Condition Point Clouds
- CVPR 2023A Generalized Framework for Video Instance Segmentation
- CVPR 2023A Simple Framework for Text-Supervised Semantic Segmentation
- CVPR 2023A Soma Segmentation Benchmark in Full Adult Fly Brain
- CVPR 2023A Strong Baseline for Generalized Few-Shot Semantic Segmentation
- CVPR 2023ACSeg: Adaptive Conceptualization for Unsupervised Semantic Segmentation
- CVPR 2023Adversarially Masking Synthetic To Mimic Real: Adaptive Noise Injection for Point Cloud Segmentation Adaptation
- CVPR 2023Ambiguous Medical Image Segmentation Using Diffusion Models
- CVPR 2023ASPnet: Action Segmentation With Shared-Private Representation of Multiple Data Sources
- CVPR 2023AttentionShift: Iteratively Estimated Part-Based Attention Map for Pointly Supervised Instance Segmentation
- CVPR 2023Augmentation Matters: A Simple-Yet-Effective Approach to Semi-Supervised Semantic Segmentation
- CVPR 2023AutoFocusFormer: Image Segmentation off the Grid
- CVPR 2023Automatic High Resolution Wire Segmentation and Removal
- CVPR 2023BAEFormer: Bi-Directional and Early Interaction Transformers for Bird's Eye View Semantic Segmentation
- CVPR 2023Balancing Logit Variation for Long-Tailed Semantic Segmentation
- CVPR 2023Beyond mAP: Towards Better Evaluation of Instance Segmentation
- CVPR 2023Bidirectional Copy-Paste for Semi-Supervised Medical Image Segmentation
- CVPR 2023Boosting Low-Data Instance Segmentation by Unsupervised Pre-Training With Saliency Prompt
- CVPR 2023Boosting Video Object Segmentation via Space-Time Correspondence Learning
- CVPR 2023Both Style and Distortion Matter: Dual-Path Unsupervised Domain Adaptation for Panoramic Semantic Segmentation
- CVPR 2023Boundary-Enhanced Co-Training for Weakly Supervised Semantic Segmentation
- CVPR 2023BoxTeacher: Exploring High-Quality Pseudo Labels for Weakly Supervised Instance Segmentation
- CVPR 2023Breaking the "Object" in Video Object Segmentation
- CVPR 2023Camouflaged Instance Segmentation via Explicit De-Camouflaging
- CVPR 2023Center Focusing Network for Real-Time LiDAR Panoptic Segmentation
- CVPR 2023Class Adaptive Network Calibration
- CVPR 2023CLIP Is Also an Efficient Segmenter: A Text-Driven Approach for Weakly Supervised Semantic Segmentation
- CVPR 2023CLIP-S4: Language-Guided Self-Supervised Semantic Segmentation
- CVPR 2023Combining Implicit-Explicit View Correlation for Light Field Semantic Segmentation
- CVPR 2023CoMFormer: Continual Learning in Semantic and Panoptic Segmentation
- CVPR 2023Compositor: Bottom-Up Clustering and Compositing for Robust Part and Object Segmentation
- CVPR 2023Conflict-Based Cross-View Consistency for Semi-Supervised Semantic Segmentation
- CVPR 2023Content-Aware Token Sharing for Efficient Semantic Segmentation With Vision Transformers
- CVPR 2023Context-Aware Relative Object Queries To Unify Video Instance and Panoptic Segmentation
- CVPR 2023Continual Semantic Segmentation With Automatic Memory Sample Selection
- CVPR 2023Continuous Pseudo-Label Rectified Domain Adaptive Semantic Segmentation With Implicit Neural Representations
- CVPR 2023Contrastive Grouping With Transformer for Referring Image Segmentation
- CVPR 2023Cut and Learn for Unsupervised Object Detection and Instance Segmentation
- CVPR 2023DA Wand: Distortion-Aware Selection Using Neural Mesh Parameterization
- CVPR 2023Decoupled Semantic Prototypes Enable Learning From Diverse Annotation Types for Semi-Weakly Segmentation in Expert-Driven Domains
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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.