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 1251–1300 of 5035 papers

TitleStatusHype
Topologically Faithful Multi-class Segmentation in Medical Images—0
Task-Aware Low-Rank Adaptation of Segment Anything Model—0
Uncertainty-Aware Adapter: Adapting Segment Anything Model (SAM) for Ambiguous Medical Image Segmentation—0
Fuzzy Rank-based Late Fusion Technique for Cytology image Segmentation—0
FishSegSSL: A Semi-Supervised Semantic Segmentation Framework for Fish-Eye ImagesCode0
D-Net: Dynamic Large Kernel with Dynamic Feature Fusion for Volumetric Medical Image SegmentationCode1
TransLandSeg: A Transfer Learning Approach for Landslide Semantic Segmentation Based on Vision Foundation Model—0
Real-Time Image Segmentation via Hybrid Convolutional-Transformer Architecture SearchCode1
MARVIS: Motion & Geometry Aware Real and Virtual Image SegmentationCode0
VM-UNET-V2 Rethinking Vision Mamba UNet for Medical Image SegmentationCode2
TBI Image/Text (TBI-IT): Comprehensive Text and Image Datasets for Traumatic Brain Injury Research—0
Task-Specific Adaptation of Segmentation Foundation Model via Prompt Learning—0
Federated Data Model—0
FluoroSAM: A Language-aligned Foundation Model for X-ray Image SegmentationCode1
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image SegmentationCode2
Beyond Pixels: Enhancing LIME with Hierarchical Features and Segmentation Foundation ModelsCode1
An Active Contour Model Driven By the Hybrid Signed Pressure Function—0
CuVLER: Enhanced Unsupervised Object Discoveries through Exhaustive Self-Supervised TransformersCode1
A slice classification neural network for automated classification of axial PET/CT slices from a multi-centric lymphoma dataset—0
A Segmentation Foundation Model for Diverse-type Tumors—0
3DRef: 3D Dataset and Benchmark for Reflection Detection in RGB and Lidar Data—0
Shortcut Learning in Medical Image SegmentationCode0
Average Calibration Error: A Differentiable Loss for Improved Reliability in Image SegmentationCode0
Toward Robust Canine Cardiac Diagnosis: Deep Prototype Alignment Network-Based Few-Shot Segmentation in Veterinary Medicine—0
CausalCellSegmenter: Causal Inference inspired Diversified Aggregation Convolution for Pathology Image Segmentation—0
What Matters When Repurposing Diffusion Models for General Dense Perception Tasks?Code3
Unveiling Ancient Maya Settlements Using Aerial LiDAR Image Segmentation—0
LightM-UNet: Mamba Assists in Lightweight UNet for Medical Image SegmentationCode3
FedFMS: Exploring Federated Foundation Models for Medical Image SegmentationCode2
EVD4UAV: An Altitude-Sensitive Benchmark to Evade Vehicle Detection in UAVCode0
ProMISe: Promptable Medical Image Segmentation using SAMCode1
Self and Mixed Supervision to Improve Training Labels for Multi-Class Medical Image Segmentation—0
DINOv2 based Self Supervised Learning For Few Shot Medical Image SegmentationCode1
Enhancing Weakly Supervised 3D Medical Image Segmentation through Probabilistic-aware LearningCode1
Bayesian Uncertainty Estimation by Hamiltonian Monte Carlo: Applications to Cardiac MRI Segmentation—0
Semi-Supervised Semantic Segmentation Based on Pseudo-Labels: A Survey—0
CDSE-UNet: Enhancing COVID-19 CT Image Segmentation with Canny Edge Detection and Dual-Path SENet Feature Fusion—0
AIO2: Online Correction of Object Labels for Deep Learning with Incomplete Annotation in Remote Sensing Image SegmentationCode1
Image-Based Dietary Assessment: A Healthy Eating Plate Estimation System—0
GLFNET: Global-Local (frequency) Filter Networks for efficient medical image segmentation—0
VisionLLaMA: A Unified LLaMA Backbone for Vision TasksCode3
RSAM-Seg: A SAM-based Approach with Prior Knowledge Integration for Remote Sensing Image Semantic Segmentation—0
PEM: Prototype-based Efficient MaskFormer for Image SegmentationCode2
PrPSeg: Universal Proposition Learning for Panoramic Renal Pathology Segmentation—0
FedLPPA: Learning Personalized Prompt and Aggregation for Federated Weakly-supervised Medical Image SegmentationCode1
Efficient 3D affinely equivariant CNNs with adaptive fusion of augmented spherical Fourier-Bessel basesCode0
BLO-SAM: Bi-level Optimization Based Overfitting-Preventing Finetuning of SAMCode1
PIDformer: Transformer Meets Control Theory—0
Task Specific Pretraining with Noisy Labels for Remote Sensing Image Segmentation—0
FRAP analysis Measuring biophysical kinetic parameters using image analysis—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