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

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Showing 2601–2650 of 5035 papers

TitleStatusHype
Scribble-supervised Cell Segmentation Using Multiscale Contrastive RegularizationCode0
Multi-Scale Cross Contrastive Learning for Semi-Supervised Medical Image Segmentation—0
On Evaluating the Adversarial Robustness of Semantic Segmentation Models—0
Interpretable Small Training Set Image Segmentation Network Originated from Multi-Grid Variational Model—0
Introducing A Novel Method For Adaptive Thresholding In Brain Tumor Medical Image Segmentation—0
AttResDU-Net: Medical Image Segmentation Using Attention-based Residual Double U-NetCode0
UAlberta at SemEval-2023 Task 1: Context Augmentation and Translation for Multilingual Visual Word Sense DisambiguationCode0
Limitations of Out-of-Distribution Detection in 3D Medical Image Segmentation—0
Can a single image processing algorithm work equally well across all phases of DCE-MRI?—0
A Sparse Graph Formulation for Efficient Spectral Image Segmentation—0
Comparative Analysis of Segment Anything Model and U-Net for Breast Tumor Detection in Ultrasound and Mammography Images—0
Fast Segment AnythingCode0
WiCo: Win-win Cooperation of Bottom-up and Top-down Referring Image Segmentation—0
Towards Better Certified Segmentation via Diffusion ModelsCode0
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder—0
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation—0
On Certified Generalization in Structured Prediction—0
Transferring Knowledge for Food Image Segmentation using Transformers and Convolutions—0
A Client-server Deep Federated Learning for Cross-domain Surgical Image SegmentationCode0
C^3PS: Context-aware Conditional Cross Pseudo Supervision for Semi-supervised Medical Image Segmentation—0
Extending CLIP's Image-Text Alignment to Referring Image Segmentation—0
SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation—0
M^2UNet: MetaFormer Multi-scale Upsampling Network for Polyp Segmentation—0
RRSIS: Referring Remote Sensing Image Segmentation—0
Compositionally Equivariant Representation Learning—0
Deep learning for Background Replacement in Video ConferencingCode0
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder—0
LDMRes-Net: Enabling Efficient Medical Image Segmentation on IoT and Edge Platforms—0
ViG-UNet: Vision Graph Neural Networks for Medical Image SegmentationCode0
Unsupervised augmentation optimization for few-shot medical image segmentation—0
Generative Text-Guided 3D Vision-Language Pretraining for Unified Medical Image Segmentation—0
SMRVIS: Point cloud extraction from 3-D ultrasound for non-destructive testingCode0
A Dataset for Deep Learning-based Bone Structure Analyses in Total Hip ArthroplastyCode0
Structurally Different Neural Network Blocks for the Segmentation of Atrial and Aortic Perivascular Adipose Tissue in Multi-centre CT Angiography Scans—0
Curriculum-Based Augmented Fourier Domain Adaptation for Robust Medical Image SegmentationCode0
Towards Resilient and Secure Smart Grids against PMU Adversarial Attacks: A Deep Learning-Based Robust Data Engineering ApproachCode0
Modality-Agnostic Learning for Medical Image Segmentation Using Multi-modality Self-distillation—0
Lumos in the Night Sky: AI-enabled Visual Tool for Exploring Night-Time Light Patterns—0
Volumetric medical image segmentation through dual self-distillation in U-shaped networksCode0
ELEV-VISION: Automated Lowest Floor Elevation Estimation from Segmenting Street View Images—0
Retrieval-Enhanced Visual Prompt Learning for Few-shot Classification—0
Understanding Segment Anything Model: SAM is Biased Towards Texture Rather than Shape—0
Segment Anything Meets Semantic Communication—0
Transformer-based Annotation Bias-aware Medical Image SegmentationCode0
Morphology Edge Attention Network and Optimal Geometric Matching Connection model for vascular segmentation—0
Sea Ice Extraction via Remote Sensed Imagery: Algorithms, Datasets, Applications and Challenges—0
Evaluation of Multi-indicator And Multi-organ Medical Image Segmentation ModelsCode0
DeepMerge: Deep-Learning-Based Region-Merging for Image SegmentationCode0
Democratizing Pathological Image Segmentation with Lay Annotators via Molecular-empowered LearningCode0
RaSP: Relation-aware Semantic Prior for Weakly Supervised Incremental Segmentation—0
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All datasetsMSD (Mirror Segmentation Dataset)PMDMAS3KPascal Panoptic PartsRMASPASCAL VOCHuTu 80MARIDACOCO val2017ImageNetMSD HeartOxfordPets

Benchmark Results

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