SOTAVerified

Semantic Segmentation

Papers

Showing 36513700 of 14763 papers

TitleStatusHype
Learning RGB-D Feature Embeddings for Unseen Object Instance SegmentationCode1
Linear Attention Mechanism: An Efficient Attention for Semantic SegmentationCode1
SipMask: Spatial Information Preservation for Fast Image and Video Instance SegmentationCode1
Faster Mean-shift: GPU-accelerated clustering for cosine embedding-based cell segmentation and trackingCode1
Detection and Segmentation of Custom Objects using High Distraction Photorealistic Synthetic DataCode1
Improving Lesion Segmentation for Diabetic Retinopathy using Adversarial LearningCode1
Virtual Multi-view Fusion for 3D Semantic SegmentationCode1
MACU-Net for Semantic Segmentation of Fine-Resolution Remotely Sensed ImagesCode1
Commonality-Parsing Network across Shape and Appearance for Partially Supervised Instance SegmentationCode1
KPRNet: Improving projection-based LiDAR semantic segmentationCode1
The Devil is in Classification: A Simple Framework for Long-tail Object Detection and Instance SegmentationCode1
Representation Sharing for Fast Object Detector Search and BeyondCode1
Funnel Activation for Visual RecognitionCode1
Deep Variational Instance SegmentationCode1
Deep Semi-supervised Knowledge Distillation for Overlapping Cervical Cell Instance SegmentationCode1
Balanced Meta-Softmax for Long-Tailed Visual RecognitionCode1
Shape-aware Semi-supervised 3D Semantic Segmentation for Medical ImagesCode1
Integrative Analysis for COVID-19 Patient Outcome PredictionCode1
Unsupervised Learning of Image Segmentation Based on Differentiable Feature ClusteringCode1
Learning Gaussian Instance Segmentation in Point CloudsCode1
Improving Semantic Segmentation via Decoupled Body and Edge SupervisionCode1
Self-Supervision with Superpixels: Training Few-shot Medical Image Segmentation without AnnotationCode1
Universal Loss Reweighting to Balance Lesion Size Inequality in 3D Medical Image SegmentationCode1
Deep Learning Based Brain Tumor Segmentation: A SurveyCode1
Malleable 2.5D Convolution: Learning Receptive Fields along the Depth-axis for RGB-D Scene ParsingCode1
Bi-directional Cross-Modality Feature Propagation with Separation-and-Aggregation Gate for RGB-D Semantic SegmentationCode1
DACS: Domain Adaptation via Cross-domain Mixed SamplingCode1
Classes Matter: A Fine-grained Adversarial Approach to Cross-domain Semantic SegmentationCode1
Boundary-preserving Mask R-CNNCode1
Unseen Object Instance Segmentation for Robotic EnvironmentsCode1
Autoregressive Unsupervised Image SegmentationCode1
Kernelized Memory Network for Video Object SegmentationCode1
RepPoints V2: Verification Meets Regression for Object DetectionCode1
Interactive Video Object Segmentation Using Global and Local Transfer ModulesCode1
ClassMix: Segmentation-Based Data Augmentation for Semi-Supervised LearningCode1
Video Object Segmentation with Episodic Graph Memory NetworksCode1
Self-Supervised Monocular Depth Estimation: Solving the Dynamic Object Problem by Semantic GuidanceCode1
JSENet: Joint Semantic Segmentation and Edge Detection Network for 3D Point CloudsCode1
AI Playground: Unreal Engine-based Data Ablation Tool for Deep LearningCode1
On uncertainty estimation in active learning for image segmentationCode1
Part-aware Prototype Network for Few-shot Semantic SegmentationCode1
Learning Object Depth from Camera Motion and Video Object SegmentationCode1
ISINet: An Instance-Based Approach for Surgical Instrument SegmentationCode1
Semi-supervised Task-driven Data Augmentation for Medical Image SegmentationCode1
A Multi-Level Approach to Waste Object SegmentationCode1
Superpixel Segmentation using Dynamic and Iterative Spanning ForestCode1
Spatial Semantic Embedding Network: Fast 3D Instance Segmentation with Deep Metric LearningCode1
Scribble-based Domain Adaptation via Co-segmentationCode1
SofGAN: A Portrait Image Generator with Dynamic StylingCode1
Real-time Semantic Segmentation with Fast AttentionCode1
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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
4M3I Pre-training (InternImage-H)Validation mIoU62.9Unverified
5InternImage-HValidation 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