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Semantic Segmentation

Papers

Showing 33513400 of 14763 papers

TitleStatusHype
Discriminative Region Suppression for Weakly-Supervised Semantic SegmentationCode1
Unknown Object Segmentation from Stereo ImagesCode1
Triple-cooperative Video Shadow DetectionCode1
PointFlow: Flowing Semantics Through Points for Aerial Image SegmentationCode1
Beyond Self-Supervision: A Simple Yet Effective Network Distillation Alternative to Improve BackbonesCode1
Spatially Consistent Representation LearningCode1
AttaNet: Attention-Augmented Network for Fast and Accurate Scene ParsingCode1
FedDG: Federated Domain Generalization on Medical Image Segmentation via Episodic Learning in Continuous Frequency SpaceCode1
Quality-Aware Network for Human ParsingCode1
U-Net Transformer: Self and Cross Attention for Medical Image SegmentationCode1
Learning Class-Agnostic Pseudo Mask Generation for Box-Supervised Semantic SegmentationCode1
MetaCorrection: Domain-aware Meta Loss Correction for Unsupervised Domain Adaptation in Semantic SegmentationCode1
ChangeSim: Towards End-to-End Online Scene Change Detection in Industrial Indoor EnvironmentsCode1
Pixel-wise Anomaly Detection in Complex Driving ScenesCode1
Capturing Omni-Range Context for Omnidirectional SegmentationCode1
Boosting Semi-supervised Image Segmentation with Global and Local Mutual Information RegularizationCode1
Dual-Task Mutual Learning for Semi-Supervised Medical Image SegmentationCode1
Differentiable Multi-Granularity Human Representation Learning for Instance-Aware Human Semantic ParsingCode1
Split Computing and Early Exiting for Deep Learning Applications: Survey and Research ChallengesCode1
GANav: Efficient Terrain Segmentation for Robot Navigation in Unstructured Outdoor EnvironmentsCode1
TransBTS: Multimodal Brain Tumor Segmentation Using TransformerCode1
Learning Statistical Texture for Semantic SegmentationCode1
NeRD: Neural Representation of Distribution for Medical Image SegmentationCode1
Variational Structured Attention Networks for Deep Visual Representation LearningCode1
VIPriors 1: Visual Inductive Priors for Data-Efficient Deep Learning ChallengesCode1
SpecTr: Spectral Transformer for Hyperspectral Pathology Image SegmentationCode1
Implicit Integration of Superpixel Segmentation into Fully Convolutional NetworksCode1
CoTr: Efficiently Bridging CNN and Transformer for 3D Medical Image SegmentationCode1
Semi-supervised Left Atrium Segmentation with Mutual Consistency TrainingCode1
Learning Whole-Slide Segmentation from Inexact and Incomplete Labels using Tissue GraphsCode1
Cross-View Regularization for Domain Adaptive Panoptic SegmentationCode1
Dynamic Fusion Module Evolves Drivable Area and Road Anomaly Detection: A Benchmark and AlgorithmsCode1
HED-UNet: Combined Segmentation and Edge Detection for Monitoring the Antarctic CoastlineCode1
InstantDL-An easy-to-use deep learning pipeline for image segmentation and classificationCode1
Context Decoupling Augmentation for Weakly Supervised Semantic SegmentationCode1
FPS-Net: A Convolutional Fusion Network for Large-Scale LiDAR Point Cloud SegmentationCode1
Deep learning based geometric registration for medical images: How accurate can we get without visual features?Code1
SUM: A Benchmark Dataset of Semantic Urban MeshesCode1
Exposing Semantic Segmentation Failures via Maximum Discrepancy CompetitionCode1
MixSearch: Searching for Domain Generalized Medical Image Segmentation ArchitecturesCode1
FASA: Feature Augmentation and Sampling Adaptation for Long-Tailed Instance SegmentationCode1
Simple multi-dataset detectionCode1
Pyramid Vision Transformer: A Versatile Backbone for Dense Prediction without ConvolutionsCode1
Image Augmentation for Multitask Few-Shot Learning: Agricultural Domain Use-CaseCode1
Medical Transformer: Gated Axial-Attention for Medical Image SegmentationCode1
CheXseg: Combining Expert Annotations with DNN-generated Saliency Maps for X-ray SegmentationCode1
Analyzing Overfitting under Class Imbalance in Neural Networks for Image SegmentationCode1
Squeeze-and-Excitation Normalization for Automated Delineation of Head and Neck Primary Tumors in Combined PET and CT ImagesCode1
Image Compositing for Segmentation of Surgical Tools without Manual AnnotationsCode1
Temporal Memory Attention for Video Semantic SegmentationCode1
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-H (M3I Pre-training)Params (M)1,310Unverified
2ViT-P (InternImage-H)Validation mIoU63.6Unverified
3ONE-PEACEValidation mIoU63Unverified
4InternImage-HValidation mIoU62.9Unverified
5M3I Pre-training (InternImage-H)Validation mIoU62.9Unverified
6BEiT-3Validation mIoU62.8Unverified
7EVAValidation mIoU62.3Unverified
8ViT-P (OneFormer, InternImage-H)Validation mIoU61.6Unverified
9ViT-Adapter-L (Mask2Former, BEiTv2 pretrain)Validation mIoU61.5Unverified
10FD-SwinV2-GValidation mIoU61.4Unverified