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Semantic Segmentation

Papers

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Showing 11301–11350 of 14763 papers

TitleStatusHype
Central object segmentation by deep learning for fruits and other roundish objectsCode0
Learning Discriminative Feature with CRF for Unsupervised Video Object Segmentation—0
Importance of Self-Consistency in Active Learning for Semantic Segmentation—0
LoCo: Local Contrastive Representation Learning—0
3D B-mode ultrasound speckle reduction using deep learning for 3D registration applications—0
Generalisable Cardiac Structure Segmentation via Attentional and Stacked Image Adaptation—0
Mixup-CAM: Weakly-supervised Semantic Segmentation via Uncertainty Regularization—0
Multi-Task Driven Explainable Diagnosis of COVID-19 using Chest X-ray Images—0
Tensor Low-Rank Reconstruction for Semantic Segmentation—0
Joint Object Contour Points and Semantics for Instance Segmentation—0
Count- and Similarity-aware R-CNN for Pedestrian DetectionCode0
Few-Shot Semantic Segmentation with Democratic Attention Networks—0
Deep FusionNet for Point Cloud Semantic Segmentation—0
Joint Semantic Instance Segmentation on Graphs with the Semantic Mutex Watershed—0
An Inference Algorithm for Multi-Label MRF-MAP Problems with Clique Size 100Code0
Box2Seg: Attention Weighted Loss and Discriminative Feature Learning for Weakly Supervised Segmentation—0
LevelSet R-CNN: A Deep Variational Method for Instance Segmentation—0
Instance-Aware Embedding for Point Cloud Instance Segmentation—0
Efficient Outdoor 3D Point Cloud Semantic Segmentation for Critical Road Objects and Distributed Contexts—0
Beyond Monocular Deraining: Stereo Image Deraining via Semantic Understanding—0
Learning Object Placement by Inpainting for Compositional Data Augmentation—0
Employing Multi-Estimations for Weakly-Supervised Semantic Segmentation—0
Semi-supervised Semantic Segmentation via Strong-weak Dual-branch Network—0
Splitting vs. Merging: Mining Object Regions with Discrepancy and Intersection Loss for Weakly Supervised Semantic Segmentation—0
Self-Supervised CycleGAN for Object-Preserving Image-to-Image Domain Adaptation—0
Regression of Instance Boundary by Aggregated CNN and GCN—0
Semantic Context Encoding for Accurate 3D Point Cloud Segmentation—0
Unsupervised Video Object Segmentation with Joint Hotspot Tracking—0
Memory Selection Network for Video Propagation—0
PhraseClick: Toward Achieving Flexible Interactive Segmentation by Phrase and Click—0
Polynomial Regression Network for Variable-Number Lane Detection—0
Meta-DRN: Meta-Learning for 1-Shot Image Segmentation—0
State-of-The-Art Fuzzy Active Contour Models for Image Segmentation—0
Neural Style Transfer for Remote Sensing—0
Real-Time Uncertainty Estimation in Computer Vision via Uncertainty-Aware Distribution Distillation—0
Heatmap-based Vanishing Point boosts Lane Detection—0
LevelSet R-CNN: A Deep Variational Method for Instance Segmentation—0
Cascaded Non-local Neural Network for Point Cloud Semantic Segmentation—0
Domain Adaptive Semantic Segmentation Using Weak Labels—0
Growing Efficient Deep Networks by Structured Continuous Sparsification—0
Weakly Supervised Minirhizotron Image Segmentation with MIL-CAM—0
Reliable Tuberculosis Detection using Chest X-ray with Deep Learning, Segmentation and Visualization—0
Single Image Cloud Detection via Multi-Image Fusion—0
Learning To Pay Attention To MistakesCode0
COVID-19 CT Image Synthesis with a Conditional Generative Adversarial Network—0
Demystifying Contrastive Self-Supervised Learning: Invariances, Augmentations and Dataset Biases—0
Efficient OCT Image Segmentation Using Neural Architecture Search—0
MACD R-CNN: An Abnormal Cell Nucleus Detection Method—0
Learning from Scale-Invariant Examples for Domain Adaptation in Semantic SegmentationCode0
On the Impact of Lossy Image and Video Compression on the Performance of Deep Convolutional Neural Network Architectures—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