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 1401–1450 of 5035 papers

TitleStatusHype
Multimodal-Aware Fusion Network for Referring Remote Sensing Image SegmentationCode0
Diff-CL: A Novel Cross Pseudo-Supervision Method for Semi-supervised Medical Image Segmentation—0
GIGP: A Global Information Interacting and Geometric Priors Focusing Framework for Semi-supervised Medical Image Segmentation—0
QuickDraw: Fast Visualization, Analysis and Active Learning for Medical Image SegmentationCode0
SeqSAM: Autoregressive Multiple Hypothesis Prediction for Medical Image Segmentation using SAMCode0
3D Medical Imaging Segmentation on Non-Contrast CT—0
MaskAttn-UNet: A Mask Attention-Driven Framework for Universal Low-Resolution Image Segmentation—0
On the status of current quantum machine learning software—0
Visual and Text Prompt Segmentation: A Novel Multi-Model Framework for Remote Sensing—0
QuantU-Net: Efficient Wearable Medical Imaging Using Bitwidth as a Trainable Parameter—0
Task-Specific Knowledge Distillation from the Vision Foundation Model for Enhanced Medical Image Segmentation—0
Semi-Supervised Medical Image Segmentation via Knowledge Mining from Large Models—0
MIRAM: Masked Image Reconstruction Across Multiple Scales for Breast Lesion Risk Prediction—0
Customized SAM 2 for Referring Remote Sensing Image Segmentation—0
Continuous Online Adaptation Driven by User Interaction for Medical Image Segmentation—0
Towards Universal Text-driven CT Image SegmentationCode0
Dynamically evolving segment anything model with continuous learning for medical image segmentation—0
A Label-Free High-Precision Residual Moveout Picking Method for Travel Time Tomography based on Deep Learning—0
Conformal Prediction for Image Segmentation Using Morphological Prediction SetsCode0
Partially Supervised Unpaired Multi-Modal Learning for Label-Efficient Medical Image Segmentation—0
Disconnect to Connect: A Data Augmentation Method for Improving Topology Accuracy in Image SegmentationCode0
S4M: Segment Anything with 4 Extreme Points—0
Gaussian Random Fields as an Abstract Representation of Patient Metadata for Multimodal Medical Image SegmentationCode0
We Care Each Pixel: Calibrating on Medical Segmentation ModelCode0
Enhancing SAM with Efficient Prompting and Preference Optimization for Semi-supervised Medical Image Segmentation—0
TopoMortar: A dataset to evaluate image segmentation methods focused on topology accuracyCode0
Implicit U-KAN2.0: Dynamic, Efficient and Interpretable Medical Image Segmentation—0
Rethinking Few-Shot Medical Image Segmentation by SAM2: A Training-Free Framework with Augmentative Prompting and Dynamic Matching—0
GenColor: Generative Color-Concept Association in Visual Design—0
Primus: Enforcing Attention Usage for 3D Medical Image Segmentation—0
SparseMamba-PCL: Scribble-Supervised Medical Image Segmentation via SAM-Guided Progressive Collaborative LearningCode0
Hyperspectral image segmentation with a machine learning model trained using quantum annealer—0
Conformal Lyapunov Optimization: Optimal Resource Allocation under Deterministic Reliability Constraints—0
Detection of Customer Interested Garments in Surveillance Video using Computer Vision—0
Autoregressive Medical Image Segmentation via Next-Scale Mask Prediction—0
Style Content Decomposition-based Data Augmentation for Domain Generalizable Medical Image SegmentationCode0
Test-Time Modality Generalization for Medical Image Segmentation—0
Weakly Supervised Segmentation Framework for Thyroid Nodule Based on High-confidence Labels and High-rationality LossesCode0
NusaAksara: A Multimodal and Multilingual Benchmark for Preserving Indonesian Indigenous Scripts—0
A Priori Generalizability Estimate for a CNN—0
MDN: Mamba-Driven Dualstream Network For Medical Hyperspectral Image SegmentationCode0
M3DA: Benchmark for Unsupervised Domain Adaptation in 3D Medical Image SegmentationCode0
Rewards-based image analysis in microscopy—0
A Comparative Tutorial of the Histogram-based Image Segmentation Methods—0
Image Translation-Based Unsupervised Cross-Modality Domain Adaptation for Medical Image Segmentation—0
Vision Foundation Models in Medical Image Analysis: Advances and Challenges—0
Distributed U-net model and Image Segmentation for Lung Cancer Detection—0
Reinforcement Learning for Ultrasound Image Analysis A Comprehensive Review of Advances and Applications—0
MGFI-Net: A Multi-Grained Feature Integration Network for Enhanced Medical Image Segmentation—0
When Segmentation Meets Hyperspectral Image: New Paradigm for Hyperspectral Image ClassificationCode0
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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