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Semantic Segmentation

Papers

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Showing 601–650 of 14763 papers

TitleStatusHype
A Temporal Modeling Framework for Video Pre-Training on Video Instance Segmentation—0
Multi-modality Anomaly Segmentation on the RoadCode0
HiLoTs: High-Low Temporal Sensitive Representation Learning for Semi-Supervised LiDAR Segmentation in Autonomous DrivingCode1
Should we pre-train a decoder in contrastive learning for dense prediction tasks?—0
Steady Progress Beats Stagnation: Mutual Aid of Foundation and Conventional Models in Mixed Domain Semi-Supervised Medical Image SegmentationCode1
Center-guided Classifier for Semantic Segmentation of Remote Sensing Images—0
An Attentive Representative Sample Selection Strategy Combined with Balanced Batch Training for Skin Lesion Segmentation—0
Does a Rising Tide Lift All Boats? Bias Mitigation for AI-based CMR SegmentationCode0
Downstream Analysis of Foundational Medical Vision Models for Disease Progression—0
High Accuracy Pulmonary Vessel Segmentation for Contrast and Non-contrast CT Images and Clinical Evaluation—0
MM-UNet: Meta Mamba UNet for Medical Image Segmentation—0
Cross-Modal Interactive Perception Network with Mamba for Lung Tumor Segmentation in PET-CT ImagesCode2
SAGE: Semantic-Driven Adaptive Gaussian Splatting in Extended Reality—0
CausalCLIPSeg: Unlocking CLIP's Potential in Referring Medical Image Segmentation with Causal InterventionCode1
Sonata: Self-Supervised Learning of Reliable Point RepresentationsCode4
No Thing, Nothing: Highlighting Safety-Critical Classes for Robust LiDAR Semantic Segmentation in Adverse Weather—0
Panoptic-CUDAL Technical Report: Rural Australia Point Cloud Dataset in Rainy Conditions—0
Closer to Ground Truth: Realistic Shape and Appearance Labeled Data Generation for Unsupervised Underwater Image Segmentation—0
SALT: Singular Value Adaptation with Low-Rank TransformationCode1
Attentional Triple-Encoder Network in Spatiospectral Domains for Medical Image Segmentation—0
CAM-Seg: A Continuous-valued Embedding Approach for Semantic Image GenerationCode0
One-Shot Medical Video Object Segmentation via Temporal Contrastive Memory NetworksCode0
Reducing Annotation Burden: Exploiting Image Knowledge for Few-Shot Medical Video Object Segmentation via Spatiotemporal Consistency RelearningCode0
Semantic Segmentation of Transparent and Opaque Drinking Glasses with the Help of Zero-shot Learning—0
USAM-Net: A U-Net-based Network for Improved Stereo Correspondence and Scene Depth Estimation using Features from a Pre-trained Image Segmentation network—0
DEPT: Deep Extreme Point Tracing for Ultrasound Image Segmentation—0
High Temporal Consistency through Semantic Similarity Propagation in Semi-Supervised Video Semantic Segmentation for Autonomous FlightCode1
Semi-KAN: KAN Provides an Effective Representation for Semi-Supervised Learning in Medical Image Segmentation—0
Transport-Related Surface Detection with Machine Learning: Analyzing Temporal Trends in Madrid and ViennaCode0
FedSCA: Federated Tuning with Similarity-guided Collaborative Aggregation for Heterogeneous Medical Image Segmentation—0
SemanticFlow: A Self-Supervised Framework for Joint Scene Flow Prediction and Instance Segmentation in Dynamic Environments—0
SUM Parts: Benchmarking Part-Level Semantic Segmentation of Urban Meshes—0
Leveraging Vision-Language Models for Open-Vocabulary Instance Segmentation and TrackingCode0
Striving for Simplicity: Simple Yet Effective Prior-Aware Pseudo-Labeling for Semi-Supervised Ultrasound Image SegmentationCode0
RoMedFormer: A Rotary-Embedding Transformer Foundation Model for 3D Genito-Pelvic Structure Segmentation in MRI and CT—0
Organ-aware Multi-scale Medical Image Segmentation Using Text Prompt Engineering—0
Rethinking End-to-End 2D to 3D Scene Segmentation in Gaussian SplattingCode2
Multi-Prototype Embedding Refinement for Semi-Supervised Medical Image SegmentationCode1
Boosting Semi-Supervised Medical Image Segmentation via Masked Image Consistency and Discrepancy Learning—0
Exploiting Inherent Class Label: Towards Robust Scribble Supervised Semantic SegmentationCode0
PSA-SSL: Pose and Size-aware Self-Supervised Learning on LiDAR Point CloudsCode0
HiMTok: Learning Hierarchical Mask Tokens for Image Segmentation with Large Multimodal ModelCode2
Scale Efficient Training for Large DatasetsCode1
Test-Time Domain Generalization via Universe Learning: A Multi-Graph Matching Approach for Medical Image SegmentationCode2
Ship Detection in Remote Sensing Imagery for Arbitrarily Oriented Object Detection—0
SAM2 for Image and Video Segmentation: A Comprehensive Survey—0
LangDA: Building Context-Awareness via Language for Domain Adaptive Semantic Segmentation—0
Dynamic Derivation and Elimination: Audio Visual Segmentation with Enhanced Audio SemanticsCode0
Let Synthetic Data Shine: Domain Reassembly and Soft-Fusion for Single Domain Generalization—0
3D Hierarchical Panoptic Segmentation in Real Orchard Environments Across Different SensorsCode0
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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
4InternImage-HValidation mIoU62.9—Unverified
5M3I Pre-training (InternImage-H)Validation 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