SOTAVerified

Image Segmentation

Image Segmentation is a computer vision task that involves dividing an image into multiple segments or regions, each of which corresponds to a different object or part of an object. The goal of image segmentation is to assign a unique label or category to each pixel in the image, so that pixels with similar attributes are grouped together.

Papers

Showing 44014450 of 5035 papers

TitleStatusHype
Vehicle Image Generation Going Well with The Surroundings0
A Fully Convolutional Two-Stream Fusion Network for Interactive Image SegmentationCode0
TFLMS: Large Model Support in TensorFlow by Graph Rewriting0
Diversity in Machine Learning0
SynNet: Structure-Preserving Fully Convolutional Networks for Medical Image Synthesis0
Disparity Image Segmentation For ADAS0
3D RoI-aware U-Net for Accurate and Efficient Colorectal Tumor SegmentationCode0
Towards safe deep learning: accurately quantifying biomarker uncertainty in neural network predictions0
Keypoint Transfer for Fast Whole-Body Segmentation0
Fully Automatic Myocardial Segmentation of Contrast Echocardiography Sequence Using Random Forests Guided by Shape Model0
Kid-Net: Convolution Networks for Kidney Vessels Segmentation from CT-Volumes0
Real-time Prediction of Segmentation Quality0
Boosted Training of Convolutional Neural Networks for Multi-Class Segmentation0
NeuroNet: Fast and Robust Reproduction of Multiple Brain Image Segmentation PipelinesCode0
Feed-forward and noise-tolerant detection of feature homogeneity in spiking networks with a latency code0
Task Driven Generative Modeling for Unsupervised Domain Adaptation: Application to X-ray Image Segmentation0
Retinal Optic Disc Segmentation using Conditional Generative Adversarial Network0
Autoencoders for Multi-Label Prostate MR Segmentation0
Contextual Hourglass Networks for Segmentation and Density Estimation0
On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation0
Efficient semantic image segmentation with superpixel poolingCode0
A Variational Image Segmentation Model based on Normalized Cut with Adaptive Similarity and Spatial Regularization0
Performance Evaluation of Deep Learning Networks for Semantic Segmentation of Traffic Stereo-Pair Images0
CFCM: Segmentation via Coarse to Fine Context MemoryCode0
Computing the Spatial Probability of Inclusion inside Partial Contours for Computer Vision Applications0
BoxNet: Deep Learning Based Biomedical Image Segmentation Using Boxes Only Annotation0
The Lovász-Softmax Loss: A Tractable Surrogate for the Optimization of the Intersection-Over-Union Measure in Neural NetworksCode0
Learn the new, keep the old: Extending pretrained models with new anatomy and images0
Interactive Image Segmentation With Latent DiversityCode0
DenseASPP for Semantic Segmentation in Street ScenesCode0
Weakly-Supervised Semantic Segmentation Network With Deep Seeded Region GrowingCode0
On the Importance of Label Quality for Semantic Segmentation0
Referring Image Segmentation via Recurrent Refinement NetworksCode0
Combining Pyramid Pooling and Attention Mechanism for Pelvic MR Image Semantic Segmentaion0
Fully Automated Organ Segmentation in Male Pelvic CT Images0
Complex Relations in a Deep Structured Prediction Model for Fine Image Segmentation0
Convexity Shape Prior for Level Set based Image Segmentation Method0
Knowledge-based Fully Convolutional Network and Its Application in Segmentation of Lung CT Images0
Quickshift++: Provably Good Initializations for Sample-Based Mean ShiftCode0
Hu-Fu: Hardware and Software Collaborative Attack Framework against Neural Networks0
Convolutional CRFs for Semantic SegmentationCode0
Facade Segmentation in the Wild0
Combo Loss: Handling Input and Output Imbalance in Multi-Organ SegmentationCode0
Semantic Binary Segmentation using Convolutional Networks without DecodersCode0
Stack-U-Net: Refinement Network for Image Segmentation on the Example of Optic Disc and Cup0
On the iterative refinement of densely connected representation levels for semantic segmentationCode0
TreeSegNet: Adaptive Tree CNNs for Subdecimeter Aerial Image Segmentation0
Stacked U-Nets: A No-Frills Approach to Natural Image SegmentationCode0
Weakly-Supervised Learning-Based Feature Localization in Confocal Laser Endomicroscopy Glioma Images0
Matlab Implementation of Machine Vision Algorithm on Ballast Degradation Evaluation0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92Unverified
2HetNetIoU0.83Unverified
3PMDIoU0.82Unverified
4SANetIoU0.8Unverified
5MirrorNetIoU0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73Unverified
2HetNetIoU0.69Unverified
3SANetIoU0.67Unverified
4PMDIoU0.66Unverified
5MirrorNetIoU0.59Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8Unverified
2MAS-SAMmIoU0.79Unverified
3MASNetmIoU0.74Unverified
4ZoomNetmIoU0.74Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8Unverified
2PPSmIoUPartS58.6Unverified
3HIPIE (ResNet-50)mIoUPartS57.2Unverified
4JPPFmIoUPartS54.4Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74Unverified
2SAM2-UNetmIoU0.74Unverified
3MASNetmIoU0.73Unverified
4ZoomNetmIoU0.73Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6Unverified
2OneNete,4-SmAP0.552.75Unverified
3OneNeted,4mIoU14.9Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98Unverified
2PALEDDice0.98Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67Unverified
2UNetIoU0.57Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97Unverified