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
26 papers, page 1 of 1
- ICLR 2025ADAPT: Attentive Self-Distillation and Dual-Decoder Prediction Fusion for Continual Panoptic Segmentation
- ICLR 2025DECO: Unleashing the Potential of ConvNets for Query-based Detection and Segmentation
- ICLR 2025Decoupled Finetuning for Domain Generalizable Semantic Segmentation
- ICLR 2025DynAlign: Unsupervised Dynamic Taxonomy Alignment for Cross-Domain Segmentation
- ICLR 2025Efficient Neuron Segmentation in Electron Microscopy by Affinity-Guided Queries
- ICLR 2025GrabS: Generative Embodied Agent for 3D Object Segmentation without Scene Supervision
- ICLR 2025Instance-dependent Early Stopping
- ICLR 2025Interpreting the Second-Order Effects of Neurons in CLIP
- ICLR 2025Learning Spatial-Semantic Features for Robust Video Object Segmentation
- ICLR 2025Multimodality Helps Few-shot 3D Point Cloud Semantic Segmentation
- ICLR 2025Near, far: Patch-ordering enhances vision foundation models' scene understanding
- ICLR 2025Open-YOLO 3D: Towards Fast and Accurate Open-Vocabulary 3D Instance Segmentation
- ICLR 2025Order-aware Interactive Segmentation
- ICLR 2025Predictive Uncertainty Quantification for Bird's Eye View Segmentation: A Benchmark and Novel Loss Function
- ICLR 2025Progressive Parameter Efficient Transfer Learning for Semantic Segmentation
- ICLR 2025Progressive Token Length Scaling in Transformer Encoders for Efficient Universal Segmentation
- ICLR 2025Revisit the Open Nature of Open Vocabulary Semantic Segmentation
- ICLR 2025RMP-SAM: Towards Real-Time Multi-Purpose Segment Anything
- ICLR 2025SAM-CP: Marrying SAM with Composable Prompts for Versatile Segmentation
- ICLR 2025SegLLM: Multi-round Reasoning Segmentation with Large Language Models
- ICLR 2025Segment Any 3D Object with Language
- ICLR 2025Stable Segment Anything Model
- ICLR 2025Topograph: An Efficient Graph-Based Framework for Strictly Topology Preserving Image Segmentation
- ICLR 2025Towards Unbiased Learning in Semi-Supervised Semantic Segmentation
- ICLR 2025Training-Free Dataset Pruning for Instance Segmentation
- ICLR 2025UNIP: Rethinking Pre-trained Attention Patterns for Infrared Semantic Segmentation
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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.