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 1051–1100 of 5035 papers

TitleStatusHype
HemSeg-200: A Voxel-Annotated Dataset for Intracerebral Hemorrhages Segmentation in Brain CT ScansCode1
Multi-view Remote Sensing Image Segmentation With SAM priors—0
Qubit-efficient Variational Quantum Algorithms for Image SegmentationCode1
DuEDL: Dual-Branch Evidential Deep Learning for Scribble-Supervised Medical Image SegmentationCode0
A temporal enhanced semi-supervised segmentation network for needle detection in 3D ultrasound images—0
BiomedParse: a biomedical foundation model for image parsing of everything everywhere all at once—0
Transparency Distortion Robustness for SOTA Image Segmentation Tasks—0
Hi-gMISnet: generalized medical image segmentation using DWT based multilayer fusion and dual mode attention into high resolution pGANCode0
Multi-dimension Transformer with Attention-based Filtering for Medical Image Segmentation—0
Fuse & Calibrate: A bi-directional Vision-Language Guided Framework for Referring Image Segmentation—0
ABANet: Attention boundary-aware network for image segmentationCode1
Blackbox Adaptation for Medical Image SegmentationCode0
HARIS: Human-Like Attention for Reference Image Segmentation—0
Rethinking Barely-Supervised Volumetric Medical Image Segmentation from an Unsupervised Domain Adaptation PerspectiveCode0
M^4oE: A Foundation Model for Medical Multimodal Image Segmentation with Mixture of ExpertsCode1
CTS: A Consistency-Based Medical Image Segmentation ModelCode0
Fourier Boundary Features Network with Wider Catchers for Glass Segmentation—0
Spatial Semantic Recurrent Mining for Referring Image Segmentation—0
Learning from Partial Label Proportions for Whole Slide Image Segmentation—0
Palette-based Color Transfer between Images—0
Shape-aware synthesis of pathological lung CT scans using CycleGAN for enhanced semi-supervised lung segmentationCode0
Perivascular space Identification Nnunet for Generalised Usage (PINGU)Code1
Towards Clinician-Preferred Segmentation: Leveraging Human-in-the-Loop for Test Time Adaptation in Medical Image Segmentation—0
CVAE-SM: A Conditional Variational Autoencoder with Style Modulation for Efficient Uncertainty QuantificationCode0
Localized Adaptive Risk ControlCode0
Support-Query Prototype Fusion Network for Few-shot Medical Image Segmentation—0
A method for supervoxel-wise association studies of age and other non-imaging variables from coronary computed tomography angiograms—0
Adaptation of Distinct Semantics for Uncertain Areas in Polyp SegmentationCode0
Leveraging Fixed and Dynamic Pseudo-labels for Semi-supervised Medical Image Segmentation—0
Explainable Convolutional Neural Networks for Retinal Fundus Classification and Cutting-Edge Segmentation Models for Retinal Blood Vessels from Fundus ImagesCode1
ADLDA: A Method to Reduce the Harm of Data Distribution Shift in Data Augmentation—0
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image SegmentationCode3
VLSM-Adapter: Finetuning Vision-Language Segmentation Efficiently with Lightweight BlocksCode1
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale AttentionCode2
PCLMix: Weakly Supervised Medical Image Segmentation via Pixel-Level Contrastive Learning and Dynamic Mix AugmentationCode0
UnSegGNet: Unsupervised Image Segmentation using Graph Neural NetworksCode0
DynaSeg: A Deep Dynamic Fusion Method for Unsupervised Image Segmentation Incorporating Feature Similarity and Spatial ContinuityCode0
Enhancing surgical instrument segmentation: integrating vision transformer insights with adapterCode1
HC-Mamba: Vision MAMBA with Hybrid Convolutional Techniques for Medical Image Segmentation—0
Data-driven approaches for electrical impedance tomography image segmentation from partial boundary dataCode0
Implantable Adaptive Cells: differentiable architecture search to improve the performance of any trained U-shaped networkCode0
On Enhancing Brain Tumor Segmentation Across Diverse Populations with Convolutional Neural NetworksCode0
SalFAU-Net: Saliency Fusion Attention U-Net for Salient Object Detection—0
TinySeg: Model Optimizing Framework for Image Segmentation on Tiny Embedded SystemsCode0
Fair Risk Control: A Generalized Framework for Calibrating Multi-group Fairness Risks—0
CromSS: Cross-modal pre-training with noisy labels for remote sensing image segmentation—0
RaffeSDG: Random Frequency Filtering enabled Single-source Domain Generalization for Medical Image SegmentationCode1
Image segmentation of treated and untreated tumor spheroids by Fully Convolutional Networks—0
Automated Virtual Product Placement and Assessment in Images using Diffusion Models—0
Explainable AI (XAI) in Image Segmentation in Medicine, Industry, and Beyond: A Survey—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