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 1951–2000 of 5035 papers

TitleStatusHype
Learnable Weight Initialization for Volumetric Medical Image SegmentationCode1
Transferring Knowledge for Food Image Segmentation using Transformers and Convolutions—0
On Certified Generalization in Structured Prediction—0
Advancing Volumetric Medical Image Segmentation via Global-Local Masked Autoencoder—0
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation—0
Extending CLIP's Image-Text Alignment to Referring Image Segmentation—0
M^2UNet: MetaFormer Multi-scale Upsampling Network for Polyp Segmentation—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
RRSIS: Referring Remote Sensing Image Segmentation—0
TomoSAM: a 3D Slicer extension using SAM for tomography segmentationCode1
SMC-UDA: Structure-Modal Constraint for Unsupervised Cross-Domain Renal Segmentation—0
Compositionally Equivariant Representation Learning—0
Deep learning for Background Replacement in Video ConferencingCode0
AerialFormer: Multi-resolution Transformer for Aerial Image SegmentationCode1
PVPUFormer: Probabilistic Visual Prompt Unified Transformer for Interactive Image SegmentationCode1
AutoSAM: Adapting SAM to Medical Images by Overloading the Prompt Encoder—0
Topology-Aware Uncertainty for Image SegmentationCode1
2DeteCT -- A large 2D expandable, trainable, experimental Computed Tomography dataset for machine learningCode1
LDMRes-Net: Enabling Efficient Medical Image Segmentation on IoT and Edge Platforms—0
Unsupervised augmentation optimization for few-shot medical image segmentation—0
Channel prior convolutional attention for medical image segmentationCode1
ViG-UNet: Vision Graph Neural Networks for Medical Image SegmentationCode0
Devil is in Channels: Contrastive Single Domain Generalization for Medical Image SegmentationCode1
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
TEC-Net: Vision Transformer Embrace Convolutional Neural Networks for Medical Image SegmentationCode1
Towards Resilient and Secure Smart Grids against PMU Adversarial Attacks: A Deep Learning-Based Robust Data Engineering ApproachCode0
Conditional Diffusion Models for Weakly Supervised Medical Image SegmentationCode1
CiT-Net: Convolutional Neural Networks Hand in Hand with Vision Transformers for Medical Image SegmentationCode1
Instructive Feature Enhancement for Dichotomous Medical Image SegmentationCode1
Structurally Different Neural Network Blocks for the Segmentation of Atrial and Aortic Perivascular Adipose Tissue in Multi-centre CT Angiography Scans—0
DFormer: Diffusion-guided Transformer for Universal Image SegmentationCode1
Curriculum-Based Augmented Fourier Domain Adaptation for Robust Medical Image SegmentationCode0
Modality-Agnostic Learning for Medical Image Segmentation Using Multi-modality Self-distillation—0
Volumetric medical image segmentation through dual self-distillation in U-shaped networksCode0
Lumos in the Night Sky: AI-enabled Visual Tool for Exploring Night-Time Light Patterns—0
ELEV-VISION: Automated Lowest Floor Elevation Estimation from Segmenting Street View Images—0
Retrieval-Enhanced Visual Prompt Learning for Few-shot Classification—0
SAM3D: Zero-Shot 3D Object Detection via Segment Anything ModelCode2
Training Like a Medical Resident: Context-Prior Learning Toward Universal Medical Image SegmentationCode1
Understanding Segment Anything Model: SAM is Biased Towards Texture Rather than Shape—0
Segment Anything Meets Semantic Communication—0
Morphology Edge Attention Network and Optimal Geometric Matching Connection model for vascular segmentation—0
Transformer-based Annotation Bias-aware Medical Image SegmentationCode0
Pre-Training Auto-Generated Volumetric Shapes for 3D Medical Image SegmentationCode1
Sea Ice Extraction via Remote Sensed Imagery: Algorithms, Datasets, Applications and Challenges—0
Evaluation of Multi-indicator And Multi-organ Medical Image Segmentation ModelsCode0
S^2ME: Spatial-Spectral Mutual Teaching and Ensemble Learning for Scribble-supervised Polyp SegmentationCode1
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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