SOTAVerified

Semantic Segmentation

Papers

Showing 61016150 of 14763 papers

TitleStatusHype
Elucidating Meta-Structures of Noisy Labels in Semantic Segmentation by Deep Neural NetworksCode0
Elliptical AttentionCode0
A Novel Focal Tversky loss function with improved Attention U-Net for lesion segmentationCode0
Learning from imperfect training data using a robust loss function: application to brain image segmentationCode0
Learning Deep Representations Using Convolutional Auto-encoders with Symmetric Skip ConnectionsCode0
Category Feature Transformer for Semantic SegmentationCode0
Learning deep structured active contours end-to-endCode0
AttEntropy: On the Generalization Ability of Supervised Semantic Segmentation Transformers to New Objects in New DomainsCode0
Learning Deconvolution Network for Semantic SegmentationCode0
Category Anchor-Guided Unsupervised Domain Adaptation for Semantic SegmentationCode0
Learning Correspondence from the Cycle-Consistency of TimeCode0
Learning Cross-Modal Affinity for Referring Video Object Segmentation Targeting Limited SamplesCode0
ELDA: Using Edges to Have an Edge on Semantic Segmentation Based UDACode0
Learning Content-enhanced Mask Transformer for Domain Generalized Urban-Scene SegmentationCode0
AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-NetCode0
Learning Dilation Factors for Semantic Segmentation of Street ScenesCode0
ELASTIC: Improving CNNs with Dynamic Scaling PoliciesCode0
CATALOG: A Camera Trap Language-guided Contrastive Learning ModelCode0
Learning Attraction Field Representation for Robust Line Segment DetectionCode0
Elastic Boundary Projection for 3D Medical Image SegmentationCode0
A Bayesian Approach to Weakly-supervised Laparoscopic Image SegmentationCode0
Learning a Discriminative Feature Network for Semantic SegmentationCode0
Dual skip connections in U-Net, ResUnet and U-Net3+ for remote extraction of buildingsCode0
Learning Aerial Image Segmentation from Online MapsCode0
Learning a Spatio-Temporal Embedding for Video Instance SegmentationCode0
Learnable Tree Filter for Structure-preserving Feature TransformCode0
EgoSurgery-HTS: A Dataset for Egocentric Hand-Tool Segmentation in Open Surgery VideosCode0
LDLS: 3-D Object Segmentation Through Label Diffusion From 2-D ImagesCode0
Learning 3D Semantics from Pose-Noisy 2D Images with Hierarchical Full Attention NetworkCode0
CASENet: Deep Category-Aware Semantic Edge DetectionCode0
L-CO-Net: Learned Condensation-Optimization Network for Clinical Parameter Estimation from Cardiac Cine MRICode0
Improving EO Foundation Models with Confidence Assessment for enhanced Semantic segmentationCode0
A Novel Deep Learning Approach Featuring Graph-Based Algorithm for Cell Segmentation and TrackingCode0
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in TransformersCode0
EffSeg: Efficient Fine-Grained Instance Segmentation using Structure-Preserving SparsityCode0
Cascade R-CNN: High Quality Object Detection and Instance SegmentationCode0
A Bayesian Approach to Reinforcement Learning of Vision-Based Vehicular ControlCode0
LDA-AQU: Adaptive Query-guided Upsampling via Local Deformable AttentionCode0
Efficient Yet Deep Convolutional Neural Networks for Semantic SegmentationCode0
A deep learning classifier for local ancestry inferenceCode0
SAM: Squeeze-and-Mimic Networks for Conditional Visual Driving Policy LearningCode0
LatticeNet: Fast Point Cloud Segmentation Using Permutohedral LatticesCode0
A Novel Confidence Induced Class Activation Mapping for MRI Brain Tumor SegmentationCode0
Latent Space Regularization for Unsupervised Domain Adaptation in Semantic SegmentationCode0
Layered Embeddings for Amodal Instance SegmentationCode0
Efficient Video Object Segmentation via Network ModulationCode0
DDU-Net: A Domain Decomposition-Based CNN for High-Resolution Image Segmentation on Multiple GPUsCode0
Efficient Transformer Encoders for Mask2Former-style modelsCode0
Latent Noise Segmentation: How Neural Noise Leads to the Emergence of Segmentation and GroupingCode0
Learning Across Tasks and DomainsCode0
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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