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Semantic Segmentation

Papers

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Showing 4551–4575 of 14763 papers

TitleStatusHype
Rethinking Exemplars for Continual Semantic Segmentation in Endoscopy Scenes: Entropy-based Mini-Batch Pseudo-Replay—0
Cheap Lunch for Medical Image Segmentation by Fine-tuning SAM on Few Exemplars—0
Enhancing Bloodstain Analysis Through AI-Based Segmentation: Leveraging Segment Anything Model for Crime Scene InvestigationCode0
FFPN: Fourier Feature Pyramid Network for Ultrasound Image Segmentation—0
Beyond One-to-One: Rethinking the Referring Image SegmentationCode1
ReFuSeg: Regularized Multi-Modal Fusion for Precise Brain Tumour Segmentation—0
Semi-Supervised Semantic Segmentation via Marginal Contextual InformationCode0
Transfer Learning for Microstructure Segmentation with CS-UNet: A Hybrid Algorithm with Transformer and CNN EncodersCode1
SamDSK: Combining Segment Anything Model with Domain-Specific Knowledge for Semi-Supervised Learning in Medical Image SegmentationCode1
PE-MED: Prompt Enhancement for Interactive Medical Image Segmentation—0
ACC-UNet: A Completely Convolutional UNet model for the 2020sCode1
A Re-Parameterized Vision Transformer (ReVT) for Domain-Generalized Semantic SegmentationCode1
An investigation into the impact of deep learning model choice on sex and race bias in cardiac MR segmentation—0
Deep learning-based interactive segmentation in remote sensingCode0
Integrating Boxes and Masks: A Multi-Object Framework for Unified Visual Tracking and SegmentationCode1
Black-box Unsupervised Domain Adaptation with Bi-directional Atkinson-Shiffrin MemoryCode0
Joint Modeling of Feature, Correspondence, and a Compressed Memory for Video Object Segmentation—0
RestNet: Boosting Cross-Domain Few-Shot Segmentation with Residual Transformation NetworkCode1
Unlocking Fine-Grained Details with Wavelet-based High-Frequency Enhancement in TransformersCode1
SVQNet: Sparse Voxel-Adjacent Query Network for 4D Spatio-Temporal LiDAR Semantic Segmentation—0
Enhancing Perception and Immersion in Pre-Captured Environments through Learning-Based Eye Height Adaptation—0
Boosting Semantic Segmentation from the Perspective of Explicit Class EmbeddingsCode0
Channel and Spatial Relation-Propagation Network for RGB-Thermal Semantic Segmentation—0
Less is More: Towards Efficient Few-shot 3D Semantic Segmentation via Training-free NetworksCode1
Logic-induced Diagnostic Reasoning for Semi-supervised Semantic Segmentation—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