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
1,033 papers, page 3 of 21
- CVPR 2026ReAttnCLIP Training-Free Open-Vocabulary Remote Sensing Image Segmentation via Re-defined Attention
- CVPR 2026REL-SF4PASS Panoramic Semantic Segmentation with REL Depth Representation and Spherical
- CVPR 2026ReLaGS Relational Language Gaussian Splatting
- CVPR 2026ReSAM Refine Requery and Reinforce Self-Prompting Point-Supervised Segmentation for Remote
- CVPR 2026ReScene4D Temporally Consistent Semantic Instance Segmentation of Evolving Indoor 3D
- CVPR 2026Rethinking MLLM Itself as a Segmenter with a Single Segmentation
- CVPR 2026Rewis3d Reconstruction Improves Weakly-Supervised Semantic Segmentation
- CVPR 2026RMAE-ProGRess Advancing Semantic Segmentation in Unstructured Environments
- CVPR 2026Robust Promptable Video Object Segmentation
- CVPR 2026S2AM3D Scale-controllable Part Segmentation of 3D Point Clouds
- CVPR 2026S2C2Seg Semantic-Spatial Consistency and Category Optimization for Open-Vocabulary Segmentation
- CVPR 2026SAGE Style-Adaptive Generalization for Privacy-Constrained Semantic Segmentation Across Domains
- CVPR 2026SAMIX Reinforcing SAM2 with Semantic Adapter and Reference Selecting Policy
- CVPR 2026SAQN Semantic-based Adaptive Query Network for 3D Referring Expression Segmentation
- CVPR 2026Scene-Centric Unsupervised Video Panoptic Segmentation
- CVPR 2026Seeing Beyond Extrapolative Domain Adaptive Panoramic Segmentation
- CVPR 2026SegEarth-R2 Towards Comprehensive Language-guided Segmentation for Remote Sensing Images
- CVPR 2026SegGBC Justifiable Coarse-to-Fine Granular-Ball Computing for Enhancing Clustering Image Segmentation
- CVPR 2026Semantic Derivative Flow Graph-Guided Diffusion for Controllable Instance Interactions
- CVPR 2026Semantic Foam Unifying Spatial and Semantic Scene Decomposition
- CVPR 2026Semi-supervised Echocardiography Video Segmentation via Anchor Semantic Awareness and Continuous
- CVPR 2026SemiGDA Generative Dual-distribution Alignment for Semi-Supervised Medical Image Segmentation
- CVPR 2026SemLayer Semantic-aware Generative Segmentation and Layer Construction for Abstract Icons
- CVPR 2026SkySense-VITA Towards Universal In-context Segmentation of Multi-modal Remote Sensing Imagery
- CVPR 2026SPAR Single-Pass Any-Resolution ViT for Open-vocabulary Segmentation
- CVPR 2026Spatial Matters Position-Guided 3D Referring Expression Segmentation
- CVPR 2026Spatial-SAM Spatially Consistent 3D Electron Microscopy Segmentation with SDF Memory
- CVPR 2026SPOT Spatiotemporal Prompt Optimization for Motion-Stabilized MLLM-Guided Video Segmentation
- CVPR 2026ST4R-Splat Spatio-Temporal Referring Segmentation in 4D Gaussian Splatting
- CVPR 2026Stake the Points Structure-Faithful Instance Unlearning
- CVPR 2026Structure-Aware Representation Distillation for Tiny-Dense Object Segmentation
- CVPR 2026TANGO Learning Distribution-wise Foundation Prior Consistency and Instance-wise Style Calibration
- CVPR 2026TerraSeg Self-Supervised Ground Segmentation for Any LiDAR
- CVPR 2026Test-Time Training for LiDAR Semantic Segmentation under Corruption via Geometric
- CVPR 2026The Missing Point in Vision Transformers for Universal Image Segmentation
- CVPR 2026The Power of Prior Training-Free Open-Vocabulary Semantic Segmentation with LLaVA
- CVPR 2026Towards High-Quality Image Segmentation Improving Topology Accuracy by Penalizing Neighbor
- CVPR 2026Towards Robust Multi-Modal Semantic Segmentation with Teacher-Student Framework and Hybrid
- CVPR 2026Towards Streaming Referring Video Segmentation via Large Language Model
- CVPR 2026Training-Free Open-Vocabulary Camouflaged Object Segmentation via Fine-Grained Object Binding and
- CVPR 2026TSTM Temporal Segmentation for Task-relevant Mask in Visual Reinforcement Learning
- CVPR 2026Tunable Soft Equivariance with Guarantees
- CVPR 2026Uni-Encoder Meets Multi-Encoders Representation Before Fusion for Brain Tumor Segmentation
- CVPR 2026UniGeoSeg Towards Unified Open-World Segmentation for Geospatial Scenes
- CVPR 2026UniVerse A Unified Modulation Framework for Segmentation-Free Disentangled Multi-Concept Personalization
- CVPR 2026Unlocking 3D Affordance Segmentation with 2D Semantic Knowledge
- CVPR 2026Vector Prism Animating Vector Graphics by Stratifying Semantic Structure
- CVPR 2026VesMamba 3D Pulmonary Vessel Segmentation from CT images via Mamba
- CVPR 2026VGGT-Segmentor Geometry-Enhanced Cross-View Segmentation
- CVPR 2026VidEoMT Your ViT is Secretly Also a Video Segmentation Model
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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.