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 2951–3000 of 5035 papers

TitleStatusHype
Volume Preserving Image Segmentation with Entropic Regularization Optimal Transport and Its Applications in Deep Learning—0
C2FNAS: Coarse-to-Fine Neural Architecture Search for 3D Medical Image Segmentation—0
Transfer Learning with Edge Attention for Prostate MRI Segmentation—0
Distribution-Aware Replay for Continual MRI Segmentation—0
MedUHIP: Towards Human-In-the-Loop Medical Segmentation—0
LAM3D: Leveraging Attention for Monocular 3D Object Detection—0
PanicleNeRF: low-cost, high-precision in-field phenotypingof rice panicles with smartphone—0
Applying Conditional Generative Adversarial Networks for Imaging Diagnosis—0
Cross Pseudo Supervision Framework for Sparsely Labelled Geospatial Images—0
Rethinking the Mean Teacher Strategy from the Perspective of Self-paced Learning—0
DM-SegNet: Dual-Mamba Architecture for 3D Medical Image Segmentation with Global Context Modeling—0
Generalist Models in Medical Image Segmentation: A Survey and Performance Comparison with Task-Specific Approaches—0
Med-URWKV: Pure RWKV With ImageNet Pre-training For Medical Image Segmentation—0
2D-3D Fully Convolutional Neural Networks for Cardiac MR Segmentation—0
3D B-mode ultrasound speckle reduction using deep learning for 3D registration applications—0
3D Cell Nuclei Segmentation with Balanced Graph Partitioning—0
3D Deep Affine-Invariant Shape Learning for Brain MR Image Segmentation—0
3D Densely Convolutional Networks for VolumetricSegmentation—0
3D medical image segmentation with labeled and unlabeled data using autoencoders at the example of liver segmentation in CT images—0
3D Medical Imaging Segmentation on Non-Contrast CT—0
3D Quantum Cuts for Automatic Segmentation of Porous Media in Tomography Images—0
3D Randomized Connection Network with Graph-based Label Inference—0
3DRef: 3D Dataset and Benchmark for Reflection Detection in RGB and Lidar Data—0
3D Segmentation with Exponential Logarithmic Loss for Highly Unbalanced Object Sizes—0
3D Segmentation with Fully Trainable Gabor Kernels and Pearson's Correlation Coefficient—0
3D Semi-Supervised Learning with Uncertainty-Aware Multi-View Co-Training—0
3D Shape Segmentation via Shape Fully Convolutional Networks—0
3D Ultrasound image segmentation: A Survey—0
3D-U-SAM Network For Few-shot Tooth Segmentation in CBCT Images—0
3D Visualization and Spatial Data Mining for Analysis of LULC Images—0
4D Multi-atlas Label Fusion using Longitudinal Images—0
A 2D dilated residual U-Net for multi-organ segmentation in thoracic CT—0
A2V: A Semi-Supervised Domain Adaptation Framework for Brain Vessel Segmentation via Two-Phase Training Angiography-to-Venography Translation—0
A 3D Coarse-to-Fine Framework for Volumetric Medical Image Segmentation—0
A 4D Light-Field Dataset and CNN Architectures for Material Recognition—0
AASeg: Attention Aware Network for Real Time Semantic Segmentation—0
Abdominal Multi-Organ Segmentation Based on Feature Pyramid Network and Spatial Recurrent Neural Network—0
A Bhattacharyya Coefficient-Based Framework for Noise Model-Aware Random Walker Image Segmentation—0
A Bottom-Up Approach to Class-Agnostic Image Segmentation—0
A Brief Survey and an Application of Semantic Image Segmentation for Autonomous Driving—0
A Cascaded Deep-Learning Framework for Segmentation of Metastatic Brain Tumors Before and After Stereotactic Radiation Therapy—0
Accelerating Diffusion Models via Pre-segmentation Diffusion Sampling for Medical Image Segmentation—0
Accuracy of MAP segmentation with hidden Potts and Markov mesh prior models via Path Constrained Viterbi Training, Iterated Conditional Modes and Graph Cut based algorithms—0
Computer-Vision Benchmark Segment-Anything Model (SAM) in Medical Images: Accuracy in 12 Datasets—0
ACE-Net: Biomedical Image Segmentation with Augmented Contracting and Expansive Paths—0
A Chebyshev Confidence Guided Source-Free Domain Adaptation Framework for Medical Image Segmentation—0
A Classifier-Free Incremental Learning Framework for Scalable Medical Image Segmentation—0
A Classifier-guided Approach for Top-down Salient Object Detection—0
A Clustering Method Based on Information Entropy Payload—0
A combined Approach Based on Fuzzy Classification and Contextual Region Growing to 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