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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1101–1150 of 5035 papers

TitleStatusHype
Active Learning Enabled Low-cost Cell Image Segmentation Using Bounding Box Annotation—0
ASAM: Boosting Segment Anything Model with Adversarial TuningCode2
Predictive Accuracy-Based Active Learning for Medical Image SegmentationCode0
DmADs-Net: Dense multiscale attention and depth-supervised network for medical image segmentation—0
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image SegmentationCode2
CrossMatch: Enhance Semi-Supervised Medical Image Segmentation with Perturbation Strategies and Knowledge DistillationCode1
SpecstatOR: Speckle statistics-based iOCT Segmentation Network for Ophthalmic Surgery—0
A Flexible 2.5D Medical Image Segmentation Approach with In-Slice and Cross-Slice AttentionCode1
ATOMMIC: An Advanced Toolbox for Multitask Medical Imaging Consistency to facilitate Artificial Intelligence applications from acquisition to analysis in Magnetic Resonance ImagingCode1
Clicks2Line: Using Lines for Interactive Image Segmentation—0
U-Nets as Belief Propagation: Efficient Classification, Denoising, and Diffusion in Generative Hierarchical Models—0
MFP: Making Full Use of Probability Maps for Interactive Image SegmentationCode1
A Partial Replication of MaskFormer in TensorFlow on TPUs for the TensorFlow Model GardenCode0
GLIMS: Attention-Guided Lightweight Multi-Scale Hybrid Network for Volumetric Semantic SegmentationCode0
Open-Set 3D Semantic Instance Maps for Vision Language Navigation -- O3D-SIMCode0
Segmentation Quality and Volumetric Accuracy in Medical Imaging—0
Discriminative features pyramid network for medical image segmentationCode0
Discriminative features pyramid network for medical image segmentationCode0
Auto-Generating Weak Labels for Real & Synthetic Data to Improve Label-Scarce Medical Image SegmentationCode1
Multimodal Information Interaction for Medical Image SegmentationCode2
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference—0
Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors—0
Semantic Segmentation Refiner for Ultrasound Applications with Zero-Shot Foundation Models—0
Mitigating False Predictions In Unreasonable Body Regions—0
MAS-SAM: Segment Any Marine Animal with Aggregated FeaturesCode1
AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models—0
Does SAM dream of EIG? Characterizing Interactive Segmenter Performance using Expected Information Gain—0
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection—0
Ultrasound SAM Adapter: Adapting SAM for Breast Lesion Segmentation in Ultrasound ImagesCode1
Efficient Transformer Encoders for Mask2Former-style modelsCode0
PEMMA: Parameter-Efficient Multi-Modal Adaptation for Medical Image Segmentation—0
Beyond Pixel-Wise Supervision for Medical Image Segmentation: From Traditional Models to Foundation Models—0
AMMUNet: Multi-Scale Attention Map Merging for Remote Sensing Image SegmentationCode0
ToNNO: Tomographic Reconstruction of a Neural Network's Output for Weakly Supervised Segmentation of 3D Medical Images—0
Automatic Cranial Defect Reconstruction with Self-Supervised Deep Deformable Masked Autoencoders—0
Weakly Supervised LiDAR Semantic Segmentation via Scatter Image Annotation—0
ESC: Evolutionary Stitched Camera Calibration in the Wild—0
ELEV-VISION-SAM: Integrated Vision Language and Foundation Model for Automated Estimation of Building Lowest Floor Elevation—0
Curriculum Point Prompting for Weakly-Supervised Referring Image Segmentation—0
Deep Gaussian mixture model for unsupervised image segmentationCode0
Cross-model Mutual Learning for Exemplar-based Medical Image Segmentation—0
Boosting Medical Image Segmentation Performance with Adaptive Convolution LayerCode0
Mixed Prototype Consistency Learning for Semi-supervised Medical Image Segmentation—0
ODFormer: Semantic Fundus Image Segmentation Using Transformer for Optic Nerve Head Detection—0
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything ModelCode3
SegFormer3D: an Efficient Transformer for 3D Medical Image SegmentationCode3
The revenge of BiSeNet: Efficient Multi-Task Image Segmentation—0
nnU-Net Revisited: A Call for Rigorous Validation in 3D Medical Image SegmentationCode1
Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker DecompositionCode0
Q2A: Querying Implicit Fully Continuous Feature Pyramid to Align Features for Medical Image Segmentation—0
Show:102550
← PrevPage 23 of 101Next →
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