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Semantic Segmentation

Papers

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Showing 251–300 of 14763 papers

TitleStatusHype
Decoupling Classifier for Boosting Few-shot Object Detection and Instance SegmentationCode1
Scaling Vision Mamba Across Resolutions via Fractal Traversal—0
Intra-class Patch Swap for Self-DistillationCode0
EGFormer: Towards Efficient and Generalizable Multimodal Semantic Segmentation—0
Generalizable Multispectral Land Cover Classification via Frequency-Aware Mixture of Low-Rank Token Experts—0
Unintended Bias in 2D+ Image Segmentation and Its Effect on Attention Asymmetry—0
ReservoirTTA: Prolonged Test-time Adaptation for Evolving and Recurring Domains—0
Enhancing Shape Perception and Segmentation Consistency for Industrial Image Inspection—0
Self-Supervised Learning for Image Segmentation: A Comprehensive Survey—0
FlowCut: Unsupervised Video Instance Segmentation via Temporal Mask Matching—0
Long-RVOS: A Comprehensive Benchmark for Long-term Referring Video Object Segmentation—0
Robust Multimodal Segmentation with Representation Regularization and Hybrid Prototype DistillationCode0
Industrial Synthetic Segment Pre-training—0
Enhancing Transformers Through Conditioned Embedded Tokens—0
Mutual Evidential Deep Learning for Medical Image Segmentation—0
Temporal-Spectral-Spatial Unified Remote Sensing Dense PredictionCode1
Technical Report for ICRA 2025 GOOSE 2D Semantic Segmentation Challenge: Boosting Off-Road Segmentation via Photometric Distortion and Exponential Moving Average—0
EarthSynth: Generating Informative Earth Observation with Diffusion Models—0
Bridging the Inter-Domain Gap through Low-Level Features for Cross-Modal Medical Image SegmentationCode0
PRS-Med: Position Reasoning Segmentation with Vision-Language Model in Medical Imaging—0
AoP-SAM: Automation of Prompts for Efficient Segmentation—0
MedVKAN: Efficient Feature Extraction with Mamba and KAN for Medical Image SegmentationCode1
Bayesian Deep Learning Approaches for Uncertainty-Aware Retinal OCT Image Segmentation for Multiple Sclerosis—0
SoftPQ: Robust Instance Segmentation Evaluation via Soft Matching and Tunable ThresholdsCode0
DPSeg: Dual-Prompt Cost Volume Learning for Open-Vocabulary Semantic Segmentation—0
SurgPose: Generalisable Surgical Instrument Pose Estimation using Zero-Shot Learning and Stereo Vision—0
Attention on the SphereCode4
Pseudo-Label Quality Decoupling and Correction for Semi-Supervised Instance Segmentation—0
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning—0
Completely Weakly Supervised Class-Incremental Learning for Semantic Segmentation—0
SpikeVideoFormer: An Efficient Spike-Driven Video Transformer with Hamming Attention and O(T) ComplexityCode1
Mapping Semantic Segmentation to Point Clouds Using Structure from Motion for Forest AnalysisCode0
Data-Agnostic Augmentations for Unknown Variations: Out-of-Distribution Generalisation in MRI SegmentationCode0
DDFP: Data-dependent Frequency Prompt for Source Free Domain Adaptation of Medical Image SegmentationCode0
APCoTTA: Continual Test-Time Adaptation for Semantic Segmentation of Airborne LiDAR Point CloudsCode0
HWA-UNETR: Hierarchical Window Aggregate UNETR for 3D Multimodal Gastric Lesion SegmentationCode1
BoundarySeg:An Embarrassingly Simple Method To Boost Medical Image Segmentation Performance for Low Data Regimes—0
FedSaaS: Class-Consistency Federated Semantic Segmentation via Global Prototype Supervision and Local Adversarial Harmonization—0
MetaUAS: Universal Anomaly Segmentation with One-Prompt Meta-LearningCode2
Recent Advances in Medical Imaging Segmentation: A SurveyCode2
Using Foundation Models as Pseudo-Label Generators for Pre-Clinical 4D Cardiac CT Segmentation—0
Optimizing Retrieval-Augmented Generation: Analysis of Hyperparameter Impact on Performance and Efficiency—0
MESSI: A Multi-Elevation Semantic Segmentation Image Dataset of an Urban Environment—0
The RaspGrade Dataset: Towards Automatic Raspberry Ripeness Grading with Deep Learning—0
GNCAF: A GNN-based Neighboring Context Aggregation Framework for Tertiary Lymphoid Structures Semantic Segmentation in WSI—0
Dynamic Snake Upsampling Operater and Boundary-Skeleton Weighted Loss for Tubular Structure Segmentation—0
Calibration and Uncertainty for multiRater Volume Assessment in multiorgan Segmentation (CURVAS) challenge results—0
VIViT: Variable-Input Vision Transformer Framework for 3D MR Image Segmentation—0
Vision Foundation Model Embedding-Based Semantic Anomaly Detection—0
Privacy Risks of Robot Vision: A User Study on Image Modalities and Resolution—0
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All datasetsADE20KNYU-Depth V2Cityscapes testCityscapes valADE20K valPASCAL ContextS3DIS Area5PASCAL VOC 2012 testS3DISScanNetSUN-RGBDDensePASS

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-H (M3I Pre-training)Params (M)1,310—Unverified
2ViT-P (InternImage-H)Validation mIoU63.6—Unverified
3ONE-PEACEValidation mIoU63—Unverified
4M3I Pre-training (InternImage-H)Validation mIoU62.9—Unverified
5InternImage-HValidation mIoU62.9—Unverified
6BEiT-3Validation mIoU62.8—Unverified
7EVAValidation mIoU62.3—Unverified
8ViT-P (OneFormer, InternImage-H)Validation mIoU61.6—Unverified
9ViT-Adapter-L (Mask2Former, BEiTv2 pretrain)Validation mIoU61.5—Unverified
10FD-SwinV2-GValidation mIoU61.4—Unverified