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Semantic Segmentation

Papers

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Showing 13551–13600 of 14763 papers

TitleStatusHype
Towards integrating spatial localization in convolutional neural networks for brain image segmentation—0
Unsupervised Segmentation of 3D Medical Images Based on Clustering and Deep Representation Learning—0
Unsupervised Pathology Image Segmentation Using Representation Learning with Spherical K-means—0
One Kernel to Solve Nearly Everything: Unified 3D Binary Convolutions for Image Analysis—0
Capsules for Object SegmentationCode0
Dynamic Multi-Context Segmentation of Remote Sensing Images based on Convolutional NetworksCode0
ExFuse: Enhancing Feature Fusion for Semantic Segmentation—0
Deep Learning For Computer Vision Tasks: A review—0
Classification of Point Cloud Scenes with Multiscale Voxel Deep NetworkCode0
Outline Objects using Deep Reinforcement Learning—0
Understanding Humans in Crowded Scenes: Deep Nested Adversarial Learning and A New Benchmark for Multi-Human ParsingCode0
Semantic Edge Detection with Diverse Deep SupervisionCode0
Assessment of Breast Cancer Histology using Densely Connected Convolutional Networks—0
Blazingly Fast Video Object Segmentation with Pixel-Wise Metric Learning—0
Image Segmentation using Sparse Subset SelectionCode0
Application of Superpixels to Segment Several Landmarks in Running Rodents—0
Training Multi-organ Segmentation Networks with Sample Selection by Relaxed Upper Confident Bound—0
Semi-Supervised Multi-Organ Segmentation via Deep Multi-Planar Co-Training—0
Mix and match networks: encoder-decoder alignment for zero-pair image translationCode0
Image Segmentation Using Subspace Representation and Sparse Decomposition—0
Look into Person: Joint Body Parsing & Pose Estimation Network and A New BenchmarkCode0
A Multi-Layer Approach to Superpixel-based Higher-order Conditional Random Field for Semantic Image Segmentation—0
Learning Strict Identity Mappings in Deep Residual NetworksCode0
Regularizing Deep Networks by Modeling and Predicting Label Structure—0
Multi-level Activation for Segmentation of Hierarchically-nested Classes—0
Normalized Cut Loss for Weakly-supervised CNN Segmentation—0
A Multi-Stage Multi-Task Neural Network for Aerial Scene Interpretation and Geolocalization—0
Weakly Supervised Instance Segmentation using Class Peak ResponseCode0
Low-Latency Video Semantic Segmentation—0
EarthMapper: A Tool Box for the Semantic Segmentation of Remote Sensing ImageryCode0
Recognizing Challenging Handwritten Annotations with Fully Convolutional Networks—0
Real-time Progressive 3D Semantic Segmentation for Indoor Scene—0
Predicting Future Instance Segmentation by Forecasting Convolutional FeaturesCode0
MaskRNN: Instance Level Video Object Segmentation—0
Learning Free-Form Deformations for 3D Object ReconstructionCode0
3DMV: Joint 3D-Multi-View Prediction for 3D Semantic Scene SegmentationCode0
Asymmetric Loss Functions and Deep Densely Connected Networks for Highly Imbalanced Medical Image Segmentation: Application to Multiple Sclerosis Lesion Detection—0
Learning to Look around Objects for Top-View Representations of Outdoor Scenes—0
Pose2Seg: Detection Free Human Instance SegmentationCode0
WebSeg: Learning Semantic Segmentation from Web Searches—0
Three Birds One Stone: A General Architecture for Salient Object Segmentation, Edge Detection and Skeleton Extraction—0
Adaptive Affinity Fields for Semantic SegmentationCode0
Compassionately Conservative Balanced Cuts for Image Segmentation—0
CNN in MRF: Video Object Segmentation via Inference in A CNN-Based Higher-Order Spatio-Temporal MRF—0
Low-Shot Learning for the Semantic Segmentation of Remote Sensing ImageryCode0
On Regularized Losses for Weakly-supervised CNN Segmentation—0
Adversarial Framework for Unsupervised Learning of Motion Dynamics in Videos—0
Deep learning and its application to medical image segmentation—0
PersonLab: Person Pose Estimation and Instance Segmentation with a Bottom-Up, Part-Based, Geometric Embedding ModelCode0
Monocular Depth Estimation by Learning from Heterogeneous Datasets—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