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Semantic Segmentation

Papers

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Showing 7951–8000 of 14763 papers

TitleStatusHype
Dynamic Group Transformer: A General Vision Transformer Backbone with Dynamic Group Attention—0
Deep Multi-Branch Aggregation Network for Real-Time Semantic Segmentation in Street Scenes—0
An Efficient Polyp Segmentation Network—0
BEVSegFormer: Bird's Eye View Semantic Segmentation From Arbitrary Camera Rigs—0
Weakly Supervised Semantic Segmentation using Out-of-Distribution DataCode0
Stage-Aware Feature Alignment Network for Real-Time Semantic Segmentation of Street Scenes—0
NaviAirway: a Bronchiole-sensitive Deep Learning-based Airway Segmentation PipelineCode1
RankSeg: Adaptive Pixel Classification with Image Category Ranking for SegmentationCode1
Boosting Mask R-CNN Performance for Long, Thin Forensic Traces with Pre-Segmentation and IoU Region Merging—0
E2EC: An End-to-End Contour-based Method for High-Quality High-Speed Instance SegmentationCode2
Clustering and classification of low-dimensional data in explicit feature map domain: intraoperative pixel-wise diagnosis of adenocarcinoma of a colon in a liver—0
Stepwise Feature Fusion: Local Guides GlobalCode1
Monocular Robot Navigation with Self-Supervised Pretrained Vision Transformers—0
Semantic Segmentation in Art PaintingsCode1
Signature and Log-signature for the Study of Empirical Distributions Generated with GANsCode0
End-to-end video instance segmentation via spatial-temporal graph neural networksCode0
Cartoon-texture evolution for two-region image segmentation—0
A novel shape-based loss function for machine learning-based seminal organ segmentation in medical imaging—0
Depth-SIMS: Semi-Parametric Image and Depth Synthesis—0
Highly Accurate Dichotomous Image SegmentationCode4
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic SegmentationCode1
On Steering Multi-Annotations per Sample for Multi-Task Learning—0
Region Proposal Rectification Towards Robust Instance Segmentation of Biological Images—0
Multi-class Token Transformer for Weakly Supervised Semantic SegmentationCode1
Deep-ASPECTS: A Segmentation-Assisted Model for Stroke Severity Measurement—0
_1DecNet+: A new architecture framework by _1 decomposition and iteration unfolding for sparse feature segmentation—0
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with TransformersCode2
Cross Language Image Matching for Weakly Supervised Semantic SegmentationCode2
High-resolution Coastline Extraction in SAR Images via MISP-GGD Superpixel Segmentation—0
Adversarial Dual-Student with Differentiable Spatial Warping for Semi-Supervised Semantic SegmentationCode1
Evaluation of Dirichlet Process Gaussian Mixtures for Segmentation on Noisy Hyperspectral Images—0
Towards Robust Part-aware Instance Segmentation for Industrial Bin Picking—0
Online Learning of Reusable Abstract Models for Object Goal Navigation—0
Universal Segmentation of 33 Anatomies—0
Scribble-Supervised Medical Image Segmentation via Dual-Branch Network and Dynamically Mixed Pseudo Labels Supervision—0
MixCL: Pixel label matters to contrastive learning—0
Carbon Footprint of Selecting and Training Deep Learning Models for Medical Image Analysis—0
Panoptic segmentation with highly imbalanced semantic labels—0
Polar Transformation Based Multiple Instance Learning Assisting Weakly Supervised Image Segmentation With Loose Bounding Box AnnotationsCode0
Nuclei instance segmentation and classification in histopathology images with StarDistCode3
Robust Segmentation of Brain MRI in the Wild with Hierarchical CNNs and no RetrainingCode0
SoftGroup for 3D Instance Segmentation on Point CloudsCode2
SegTAD: Precise Temporal Action Detection via Semantic Segmentation—0
Revisiting Click-based Interactive Video Object SegmentationCode0
Fast Neural Architecture Search for Lightweight Dense Prediction Networks—0
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image SegmentationCode1
Adaptive Path Planning for UAVs for Multi-Resolution Semantic Segmentation—0
Color Space-based HoVer-Net for Nuclei Instance Segmentation and Classification—0
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With SupervoxelsCode1
Instance Segmentation for Autonomous Log Grasping in Forestry OperationsCode1
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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