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 501–550 of 5035 papers

TitleStatusHype
Annotation-Efficient Task Guidance for Medical Segment AnythingCode0
Utilizing Multi-step Loss for Single Image Reflection RemovalCode0
Structured IB: Improving Information Bottleneck with Structured Feature Learning—0
Intelligent Control of Robotic X-ray Devices using a Language-promptable Digital Twin—0
Lightweight Method for Interactive 3D Medical Image Segmentation with Multi-Round Result FusionCode0
Unified HT-CNNs Architecture: Transfer Learning for Segmenting Diverse Brain Tumors in MRI from Gliomas to Pediatric Tumors—0
A Generative Victim Model for Segmentation—0
BATseg: Boundary-aware Multiclass Spinal Cord Tumor Segmentation on 3D MRI Scans—0
[MASK] is All You NeedCode0
MSCrackMamba: Leveraging Vision Mamba for Crack Detection in Fused Multispectral Imagery—0
Knowledge Transfer and Domain Adaptation for Fine-Grained Remote Sensing Image SegmentationCode1
How Certain are Uncertainty Estimates? Three Novel Earth Observation Datasets for Benchmarking Uncertainty Quantification in Machine Learning—0
A Lightweight U-like Network Utilizing Neural Memory Ordinary Differential Equations for Slimming the DecoderCode0
DenseVLM: A Retrieval and Decoupled Alignment Framework for Open-Vocabulary Dense Prediction—0
MCP-MedSAM: A Powerful Lightweight Medical Segment Anything Model Trained with a Single GPU in Just One DayCode1
Dilated Balanced Cross Entropy Loss for Medical Image Segmentation—0
From Deterministic to Probabilistic: A Novel Perspective on Domain Generalization for Medical Image Segmentation—0
UNet++ and LSTM combined approach for Breast Ultrasound Image Segmentation—0
RefSAM3D: Adapting SAM with Cross-modal Reference for 3D Medical Image Segmentation—0
Osteoporosis Prediction from Hand X-ray Images Using Segmentation-for-Classification and Self-Supervised Learning—0
Unsupervised Segmentation by Diffusing, Walking and Cutting—0
Using Diffusion Priors for Video Amodal Segmentation—0
Mask-Adapter: The Devil is in the Masks for Open-Vocabulary SegmentationCode2
Quantifying the Limits of Segmentation Foundation Models: Modeling Challenges in Segmenting Tree-Like and Low-Contrast ObjectsCode0
Structure-Aware Stylized Image Synthesis for Robust Medical Image SegmentationCode0
Exploring Fully Convolutional Networks for the Segmentation of Hyperspectral Imaging Applied to Advanced Driver Assistance Systems—0
MRGen: Diffusion-based Controllable Data Engine for MRI Segmentation towards Unannotated ModalitiesCode1
Appearance Matching Adapter for Exemplar-based Semantic Image Synthesis—0
Biologically-inspired Semi-supervised Semantic Segmentation for Biomedical ImagingCode0
Is Foreground Prototype Sufficient? Few-Shot Medical Image Segmentation with Background-Fused Prototype—0
Assessing the performance of CT image denoisers using Laguerre-Gauss Channelized Hotelling Observer for lesion detection—0
SJTU:Spatial judgments in multimodal models towards unified segmentation through coordinate detectionCode0
Topology-Preserving Image Segmentation with Spatial-Aware Persistent Feature Matching—0
Low-Contrast-Enhanced Contrastive Learning for Semi-Supervised Endoscopic Image SegmentationCode0
Active Negative Loss: A Robust Framework for Learning with Noisy LabelsCode1
U-Net in Medical Image Segmentation: A Review of Its Applications Across Modalities—0
TSUBF-Net: Trans-Spatial UNet-like Network with Bi-direction Fusion for Segmentation of Adenoid Hypertrophy in CT—0
A Semi-Supervised Approach with Error Reflection for Echocardiography Segmentation—0
DPE-Net: Dual-Parallel Encoder Based Network for Semantic Segmentation of Polyps—0
SPF-Net: Solar panel fault detection using U-Net based deep learning image classification—0
MaskRIS: Semantic Distortion-aware Data Augmentation for Referring Image SegmentationCode1
FAN-Unet: Enhancing Unet with vision Fourier Analysis Block for Biomedical Image Segmentation—0
On-chip Hyperspectral Image Segmentation with Fully Convolutional Networks for Scene Understanding in Autonomous Driving—0
HSI-Drive v2.0: More Data for New Challenges in Scene Understanding for Autonomous Driving—0
An Ensemble Approach for Brain Tumor Segmentation and Synthesis—0
SAM-MPA: Applying SAM to Few-shot Medical Image Segmentation using Mask Propagation and Auto-prompting—0
vesselFM: A Foundation Model for Universal 3D Blood Vessel SegmentationCode2
SVGDreamer++: Advancing Editability and Diversity in Text-Guided SVG GenerationCode3
A SAM-guided and Match-based Semi-Supervised Segmentation Framework for Medical ImagingCode1
J-CaPA : Joint Channel and Pyramid Attention Improves Medical Image 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