SOTAVerified

Semantic Segmentation

Papers

Showing 1080110850 of 14763 papers

TitleStatusHype
Deep Learning--Based Scene Simplification for Bionic VisionCode0
Neural networks for semantic segmentation of historical city maps: Cross-cultural performance and the impact of figurative diversity0
Towards Generalising Neural Implicit Representations0
Dense cellular segmentation for EM using 2D–3D neural network ensemblesCode0
Effects of Image Size on Deep Learning0
Utilizing Uncertainty Estimation in Deep Learning Segmentation of Fluorescence Microscopy Images with Missing Markers0
Nondiscriminatory Treatment: a straightforward framework for multi-human parsing0
Global-Local Propagation Network for RGB-D Semantic Segmentation0
Dense Semantic Forecasting in Video by Joint Regression of Features and Feature Motion0
Automatic Liver Segmentation from CT Images Using Deep Learning Algorithms: A Comparative StudyCode0
Mask-based Data Augmentation for Semi-supervised Semantic Segmentation0
ISP Distillation0
Anchor Distance for 3D Multi-Object Distance Estimation from 2D Single Shot0
Image Compression with Encoder-Decoder Matched Semantic SegmentationCode0
Network-Agnostic Knowledge Transfer for Medical Image Segmentation0
Personal Fixations-Based Object Segmentation with Object Localization and Boundary PreservationCode0
DSAL: Deeply Supervised Active Learning from Strong and Weak Labelers for Biomedical Image SegmentationCode0
The Ikshana Hypothesis of Human Scene UnderstandingCode0
Finger Vein Recognition by Generating Code0
ItNet: iterative neural networks with small graphs for accurate, efficient and anytime semantic segmentation0
Analysis of Information Flow Through U-NetsCode0
MPASNET: Motion Prior-Aware Siamese Network for Unsupervised Deep Crowd Segmentation in Video Scenes0
Rethinking Semantic Segmentation Evaluation for Explainability and Model Selection0
Nonparametric clustering for image segmentation0
Feature Sharing Cooperative Network for Semantic Segmentation0
Cell image segmentation by Feature Random Enhancement Module0
Comparative Evaluation of 3D and 2D Deep Learning Techniques for Semantic Segmentation in CT Scans0
A survey on shape-constraint deep learning for medical image segmentation0
SOSD-Net: Joint Semantic Object Segmentation and Depth Estimation from Monocular images0
Multi-Task Network Pruning and Embedded Optimization for Real-time Deployment in ADAS0
The Devils in the Point Clouds: Studying the Robustness of Point Cloud Convolutions0
A tool for user friendly, cloud based, whole slide image segmentation0
Label-Efficient Point Cloud Semantic Segmentation: An Active Learning Approach0
Deep Symmetric Adaptation Network for Cross-modality Medical Image Segmentation0
Deep Parametric Continuous Convolutional Neural Networks0
KCP: Kernel Cluster Pruning for Dense Labeling Neural Networks0
Self-Supervised Representation Learning from Flow Equivariance0
VideoClick: Video Object Segmentation with a Single Click0
Semi Supervised Deep Quick Instance Detection and Segmentation0
PaddleSeg: A High-Efficient Development Toolkit for Image Segmentation0
Road Surface Translation Under Snow-covered and Semantic Segmentation for Snow Hazard Index0
How Shift Equivariance Impacts Metric Learning for Instance SegmentationCode0
Advancing Eosinophilic Esophagitis Diagnosis and Phenotype Assessment with Deep Learning Computer Vision0
DuctTake: Spatiotemporal Video Compositing0
Rethinking Interactive Image Segmentation: Feature Space AnnotationCode0
The Vulnerability of Semantic Segmentation Networks to Adversarial Attacks in Autonomous Driving: Enhancing Extensive Environment Sensing0
Spherical Transformer: Adapting Spherical Signal to CNNs0
Generalize Ultrasound Image Segmentation via Instant and Plug & Play Style Transfer0
GnetSeg: Semantic Segmentation Model Optimized on a 224mW CNN Accelerator Chip at the Speed of 318FPS0
HIVE-Net: Centerline-Aware HIerarchical View-Ensemble Convolutional Network for Mitochondria Segmentation in EM Images0
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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