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
269 papers, page 4 of 6
- CVPR 2024UniMix: Towards Domain Adaptive and Generalizable LiDAR Semantic Segmentation in Adverse Weather
- CVPR 2024Universal Segmentation at Arbitrary Granularity with Language Instruction
- CVPR 2024UniVS: Unified and Universal Video Segmentation with Prompts as Queries
- CVPR 2024Unlocking the Potential of Pre-trained Vision Transformers for Few-Shot Semantic Segmentation through Relationship Descriptors
- CVPR 2024Unraveling Instance Associations: A Closer Look for Audio-Visual Segmentation
- CVPR 2024UnScene3D: Unsupervised 3D Instance Segmentation for Indoor Scenes
- CVPR 2024Unsegment Anything by Simulating Deformation
- 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
- ICLR 2024AGILE3D: Attention Guided Interactive Multi-object 3D Segmentation
- ICLR 2024Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model
- ICLR 2024DFormer: Rethinking RGBD Representation Learning for Semantic Segmentation
- ICLR 2024Diving Segmentation Model into Pixels
- ICLR 2024EmerDiff: Emerging Pixel-level Semantic Knowledge in Diffusion Models
- ICLR 2024FasterViT: Fast Vision Transformers with Hierarchical Attention
- ICLR 2024Influencer Backdoor Attack on Semantic Segmentation
- ICLR 2024Learning Hierarchical Image Segmentation For Recognition and By Recognition
- ICLR 2024Meaning Representations from Trajectories in Autoregressive Models
- ICLR 2024Multi-Scale Representations by Varying Window Attention for Semantic Segmentation
- ICLR 2024MuSc: Zero-Shot Industrial Anomaly Classification and Segmentation with Mutual Scoring of the Unlabeled Images
- ICLR 2024OpenNeRF: Open Set 3D Neural Scene Segmentation with Pixel-Wise Features and Rendered Novel Views
- ICLR 2024P2Seg: Pointly-supervised Segmentation via Mutual Distillation
- ICLR 2024SOHES: Self-supervised Open-world Hierarchical Entity Segmentation
- ICLR 2024Strategic Preys Make Acute Predators: Enhancing Camouflaged Object Detectors by Generating Camouflaged Objects
- ICLR 2024The Devil is in the Object Boundary: Towards Annotation-free Instance Segmentation using Foundation Models
- ICLR 2024ValUES: A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation
- ICLR 2024When Semantic Segmentation Meets Frequency Aliasing
- ICLR 2024Window Attention is Bugged: How not to Interpolate Position Embeddings
- ICML 2024Active Label Correction for Semantic Segmentation with Foundation Models
- ICML 2024Adaptive Hierarchical Certification for Segmentation using Randomized Smoothing
- ICML 2024Bidirectional Reciprocative Information Communication for Few-Shot Semantic Segmentation
- ICML 2024BLO-SAM: Bi-level Optimization Based Finetuning of the Segment Anything Model for Overfitting-Preventing Semantic Segmentation
- ICML 2024Cascade-CLIP: Cascaded Vision-Language Embeddings Alignment for Zero-Shot Semantic Segmentation
- ICML 2024Completing Visual Objects via Bridging Generation and Segmentation
- ICML 2024Discrete Latent Perspective Learning for Segmentation and Detection
- ICML 2024Diving into Underwater: Segment Anything Model Guided Underwater Salient Instance Segmentation and A Large-scale Dataset
- ICML 2024Generative Active Learning for Long-tailed Instance Segmentation
- ICML 2024Hyperbolic Active Learning for Semantic Segmentation under Domain Shift
- ICML 2024Implicit Representations for Constrained Image Segmentation
- ICML 2024Language Models as Semantic Indexers
- ICML 2024Latent Noise Segmentation: How Neural Noise Leads to the Emergence of Segmentation and Grouping
- ICML 2024NExT-Chat: An LMM for Chat, Detection and 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.