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 2051–2100 of 5035 papers

TitleStatusHype
Semantic Segmentation Refiner for Ultrasound Applications with Zero-Shot Foundation Models—0
Multi-view Cardiac Image Segmentation via Trans-Dimensional Priors—0
Discriminative features pyramid network for medical image segmentationCode0
Discriminative features pyramid network for medical image segmentationCode0
DiffSeg: A Segmentation Model for Skin Lesions Based on Diffusion Difference—0
Mitigating False Predictions In Unreasonable Body Regions—0
Does SAM dream of EIG? Characterizing Interactive Segmenter Performance using Expected Information Gain—0
AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models—0
CFPFormer: Feature-pyramid like Transformer Decoder for Segmentation and Detection—0
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
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
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
Deep Gaussian mixture model for unsupervised image segmentationCode0
Curriculum Point Prompting for Weakly-Supervised Referring Image Segmentation—0
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
Q2A: Querying Implicit Fully Continuous Feature Pyramid to Align Features for Medical Image Segmentation—0
ODFormer: Semantic Fundus Image Segmentation Using Transformer for Optic Nerve Head Detection—0
The revenge of BiSeNet: Efficient Multi-Task Image Segmentation—0
Post-Training Network Compression for 3D Medical Image Segmentation: Reducing Computational Efforts via Tucker DecompositionCode0
Adaptive Patching for High-resolution Image Segmentation with Transformers—0
Vision-Aware Text Features in Referring Image Segmentation: From Object Understanding to Context UnderstandingCode0
Practical Region-level Attack against Segment Anything ModelsCode0
Calibration & Reconstruction: Deep Integrated Language for Referring Image Segmentation—0
Practical Guidelines for Cell Segmentation Models Under Optical Aberrations in Microscopy—0
A Mutual Inclusion Mechanism for Precise Boundary Segmentation in Medical ImagesCode0
Streamlined Photoacoustic Image Processing with Foundation Models: A Training-Free Solution—0
Multi-rater Prompting for Ambiguous Medical Image Segmentation—0
Visual Context-Aware Person Fall DetectionCode0
GLID: Pre-training a Generalist Encoder-Decoder Vision Model—0
An Evidential-enhanced Tri-Branch Consistency Learning Method for Semi-supervised Medical Image Segmentation—0
O2V-Mapping: Online Open-Vocabulary Mapping with Neural Implicit Representation—0
SAM-I-Am: Semantic Boosting for Zero-shot Atomic-Scale Electron Micrograph SegmentationCode0
EPL: Evidential Prototype Learning for Semi-supervised Medical Image Segmentation—0
Uncertainty-aware Evidential Fusion-based Learning for Semi-supervised Medical Image Segmentation—0
Image-based Agarwood Resinous Area Segmentation using Deep Learning—0
AlignZeg: Mitigating Objective Misalignment for Zero-shot Semantic Segmentation—0
GHOST: Grounded Human Motion Generation with Open Vocabulary Scene-and-Text Contexts—0
PlateSegFL: A Privacy-Preserving License Plate Detection Using Federated Segmentation Learning—0
Automated Prediction of Breast Cancer Response to Neoadjuvant Chemotherapy from DWI Data—0
Mixed-Query Transformer: A Unified Image Segmentation Architecture—0
Deep Learning-Based Brain Image Segmentation for Automated Tumour Detection—0
Towards Efficient and Accurate CT Segmentation via Edge-Preserving Probabilistic Downsampling—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