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Semantic Segmentation

Papers

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Showing 12901–12950 of 14763 papers

TitleStatusHype
Software-Defined FPGA Accelerator Design for Mobile Deep Learning Applications—0
FocusNet: An attention-based Fully Convolutional Network for Medical Image SegmentationCode0
Fully Convolutional Neural Network for Semantic Segmentation of Anatomical Structure and Pathologies in Colour Fundus Images Associated with Diabetic Retinopathy—0
Illumination Invariant Foreground Object Segmentation using ForeGANs—0
Single Network Panoptic Segmentation for Street Scene UnderstandingCode0
Technical Considerations for Semantic Segmentation in MRI using Convolutional Neural Networks—0
EasyLabel: A Semi-Automatic Pixel-wise Object Annotation Tool for Creating Robotic RGB-D Datasets—0
Real-Time Freespace Segmentation on Autonomous Robots for Detection of Obstacles and Drop-Offs—0
Lift-the-flap: what, where and when for context reasoning—0
Instance Segmentation as Image Segmentation AnnotationCode0
Learning Metric Graphs for Neuron Segmentation In Electron Microscopy Images—0
US-net for robust and efficient nuclei instance segmentation—0
Real-world Mapping of Gaze Fixations Using Instance Segmentation for Road Construction Safety Applications—0
DDSL: Deep Differentiable Simplex Layer for Learning Geometric SignalsCode0
Explicit topological priors for deep-learning based image segmentation using persistent homology—0
Automated Quality Control in Image Segmentation: Application to the UK Biobank Cardiac MR Imaging Study—0
Pixelated Semantic Colorization—0
Deep Convolutional Encoder-Decoders with Aggregated Multi-Resolution Skip Connections for Skin Lesion Segmentation—0
ACNN: a Full Resolution DCNN for Medical Image SegmentationCode0
4D Generic Video Object ProposalsCode0
Joint shape learning and segmentation for medical images using a minimalistic deep network—0
Optimized High Resolution 3D Dense-U-Net Network for Brain and Spine SegmentationCode0
Semi-Supervised Image-to-Image Translation—0
Self-Supervised Deep Learning on Point Clouds by Reconstructing Space—0
Application of Decision Rules for Handling Class Imbalance in Semantic SegmentationCode0
DeepFashion2: A Versatile Benchmark for Detection, Pose Estimation, Segmentation and Re-Identification of Clothing ImagesCode0
Random Forest with Learned Representations for Semantic Segmentation—0
Unsupervised Automated Event Detection using an Iterative Clustering based Segmentation Approach—0
On orthogonal projections for dimension reduction and applications in augmented target loss functions for learning problemsCode0
Reducing the Model Variance of a Rectal Cancer Segmentation Network—0
SUMNet: Fully Convolutional Model for Fast Segmentation of Anatomical Structures in Ultrasound VolumesCode0
Design of Real-time Semantic Segmentation Decoder for Automated Driving—0
Feature Pyramid and Hierarchical Boosting Network for Pavement Crack DetectionCode0
AuxNet: Auxiliary tasks enhanced Semantic Segmentation for Automated Driving—0
UltraCompression: Framework for High Density Compression of Ultrasound Volumes using Physics Modeling Deep Neural Networks—0
Primitive-based 3D Building Modeling, Sensor Simulation, and Estimation—0
Domain Adaptation for Structured Output via Discriminative Patch RepresentationsCode0
Truly Generalizable Radiograph Segmentation with Conditional Domain AdaptationCode0
Automatic Surface Area and Volume Prediction on Ellipsoidal Ham using Deep Learning—0
Cascade Decoder: A Universal Decoding Method for Biomedical Image Segmentation—0
River Ice Segmentation with Deep LearningCode0
Real-time Joint Object Detection and Semantic Segmentation Network for Automated Driving—0
UPSNet: A Unified Panoptic Segmentation NetworkCode0
Automated Deep Photo Style TransferCode0
Boundary-Aware Network for Fast and High-Accuracy Portrait SegmentationCode0
Automatic classification of geologic units in seismic images using partially interpreted examples—0
Deep Learning for Ranking Response Surfaces with Applications to Optimal Stopping Problems—0
Exploring Deep Spiking Neural Networks for Automated Driving Applications—0
Optical Flow augmented Semantic Segmentation networks for Automated Driving—0
Auto-DeepLab: Hierarchical Neural Architecture Search for Semantic Image SegmentationCode0
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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