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Semantic Segmentation

Papers

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Showing 8751–8800 of 14763 papers

TitleStatusHype
Analyzing Deep Learning Representations of Point Clouds for Real-Time In-Vehicle LiDAR Perception—0
From colouring-in to pointillism: revisiting semantic segmentation supervision—0
Learning Explicit Object-Centric Representations with Vision Transformers—0
ConnectedUNets++: Mass Segmentation from Whole Mammographic Images—0
Brain Tumor Segmentation using Enhanced U-Net Model with Empirical AnalysisCode0
Large Batch and Patch Size Training for Medical Image Segmentation—0
Semantic Image Segmentation with Deep Learning for Vine Leaf Phenotyping—0
Towards an efficient Iris Recognition System on Embedded Devices—0
Self-supervised Amodal Video Object SegmentationCode0
Towards Comprehensive Representation Enhancement in Semantics-guided Self-supervised Monocular Depth Estimation—0
An Interpretable Deep Semantic Segmentation Method for Earth Observation—0
LCPFormer: Towards Effective 3D Point Cloud Analysis via Local Context Propagation in TransformersCode0
Instance-Aware Image Completion—0
Diversity-Promoting Ensemble for Medical Image Segmentation—0
SLAMs: Semantic Learning based Activation Map for Weakly Supervised Semantic Segmentation—0
MS-DCANet: A Novel Segmentation Network For Multi-Modality COVID-19 Medical Images—0
Unsupervised Multi-object Segmentation by Predicting Probable Motion Patterns—0
Unsupervised Image Semantic Segmentation through Superpixels and Graph Neural Networks—0
High-Fidelity Visual Structural Inspections through Transformers and Learnable Resizers—0
Cell tracking for live-cell microscopy using an activity-prioritized assignment strategyCode0
MGTUNet: An new UNet for colon nuclei instance segmentation and quantification—0
RAIS: Robust and Accurate Interactive Segmentation via Continual Learning—0
Transferring learned patterns from ground-based field imagery to predict UAV-based imagery for crop and weed semantic segmentation in precision crop farming—0
Segmentation-free Direct Iris Localization Networks—0
Pseudo-Label Noise Suppression Techniques for Semi-Supervised Semantic SegmentationCode0
OpenEarthMap: A Benchmark Dataset for Global High-Resolution Land Cover Mapping—0
A Unified View of Masked Image ModelingCode0
HAVANA: Hard negAtiVe sAmples aware self-supervised coNtrastive leArning for Airborne laser scanning point clouds semantic segmentation—0
Image Semantic Relation Generation—0
Comparative analysis of deep learning approaches for AgNOR-stained cytology samples interpretation—0
Dense FixMatch: a simple semi-supervised learning method for pixel-wise prediction tasksCode0
Interpolated SelectionConv for Spherical Images and SurfacesCode0
Zero-shot point cloud segmentation by transferring geometric primitivesCode0
Otsu based Differential Evolution Method for Image Segmentation—0
Real-Time Multi-Modal Semantic Fusion on Unmanned Aerial Vehicles with Label Propagation for Cross-Domain Adaptation—0
Number-Adaptive Prototype Learning for 3D Point Cloud Semantic Segmentation—0
Cutting-Splicing data augmentation: A novel technology for medical image segmentation—0
EISeg: An Efficient Interactive Segmentation Tool based on PaddlePaddle—0
Deformably-Scaled Transposed Convolution—0
Heterogeneous Feature Distillation Network for SAR Image Semantic Segmentation—0
Learning Self-Regularized Adversarial Views for Self-Supervised Vision TransformersCode0
Semantic Segmentation with Active Semi-Supervised Representation Learning—0
Fuzzy Positive Learning for Semi-supervised Semantic Segmentation—0
Prediction Calibration for Generalized Few-shot Semantic Segmentation—0
MKIS-Net: A Light-Weight Multi-Kernel Network for Medical Image Segmentation—0
CorDeep and the Sacrobosco Dataset: Detection of Visual Elements in Historical Documents—0
Instance Segmentation with Cross-Modal Consistency—0
Lightweight Alpha Matting Network Using Distillation-Based Channel PruningCode0
Data-Limited Tissue Segmentation using Inpainting-Based Self-Supervised Learning—0
LESS: Label-Efficient Semantic Segmentation for LiDAR Point Clouds—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
4InternImage-HValidation mIoU62.9—Unverified
5M3I Pre-training (InternImage-H)Validation 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