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 50015035 of 5035 papers

TitleStatusHype
A generic ensemble based deep convolutional neural network for semi-supervised medical image segmentationCode0
Extremely Weak Supervised Image-to-Image Translation for Semantic SegmentationCode0
Exploring Models and Data for Image Question AnsweringCode0
Usable Region Estimate for Assessing Practical Usability of Medical Image Segmentation ModelsCode0
Rotation equivariant vector field networksCode0
Roughness Index and Roughness Distance for Benchmarking Medical SegmentationCode0
Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
3D-EffiViTCaps: 3D Efficient Vision Transformer with Capsule for Medical Image SegmentationCode0
Two-stage Visual Cues Enhancement Network for Referring Image SegmentationCode0
Exploring Feature Representation Learning for Semi-supervised Medical Image SegmentationCode0
Exploiting Temporality for Semi-Supervised Video SegmentationCode0
Exploiting Partial Common Information Microstructure for Multi-Modal Brain Tumor SegmentationCode0
Content-based Propagation of User Markings for Interactive Segmentation of Patterned ImagesCode0
Exploiting full Resolution Feature Context for Liver Tumor and Vessel Segmentation via Integrate Framework: Application to Liver Tumor and Vessel 3D Reconstruction under embedded microprocessorCode0
Explainable Medical Image Segmentation via Generative Adversarial Networks and Layer-wise Relevance PropagationCode0
S2S2: Semantic Stacking for Robust Semantic Segmentation in Medical ImagingCode0
S^3-Mamba: Small-Size-Sensitive Mamba for Lesion SegmentationCode0
Augmented CycleGAN: Learning Many-to-Many Mappings from Unpaired DataCode0
AG-CRC: Anatomy-Guided Colorectal Cancer Segmentation in CT with Imperfect Anatomical KnowledgeCode0
Susceptibility of Adversarial Attack on Medical Image Segmentation ModelsCode0
Every Annotation Counts: Multi-label Deep Supervision for Medical Image SegmentationCode0
SafeClick: Error-Tolerant Interactive Segmentation of Any Medical Volumes via Hierarchical Expert ConsensusCode0
Constrained domain adaptation for Image segmentationCode0
Two Video Data Sets for Tracking and Retrieval of Out of Distribution ObjectsCode0
AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-NetCode0
Constrained Convolutional Neural Networks for Weakly Supervised SegmentationCode0
Conformal Prediction for Image Segmentation Using Morphological Prediction SetsCode0
Confidence Contours: Uncertainty-Aware Annotation for Medical Semantic SegmentationCode0
Conditional Random Fields as Recurrent Neural NetworksCode0
UAlberta at SemEval-2023 Task 1: Context Augmentation and Translation for Multilingual Visual Word Sense DisambiguationCode0
Computer vision for liquid samples in hospitals and medical labs using hierarchical image segmentation and relations predictionCode0
Salient object detection on hyperspectral images using features learned from unsupervised segmentation taskCode0
EVD4UAV: An Altitude-Sensitive Benchmark to Evade Vehicle Detection in UAVCode0
EVAC+: Multi-scale V-net with Deep Feature CRF Layers for Brain ExtractionCode0
Comprehensive Multi-Modal Interactions for Referring Image SegmentationCode0
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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