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 2601–2650 of 5035 papers

TitleStatusHype
Task-driven Prompt Evolution for Foundation Models—0
Task-Specific Knowledge Distillation from the Vision Foundation Model for Enhanced Medical Image Segmentation—0
Task Specific Pretraining with Noisy Labels for Remote Sensing Image Segmentation—0
TAVP: Task-Adaptive Visual Prompt for Cross-domain Few-shot Segmentation—0
TBConvL-Net: A Hybrid Deep Learning Architecture for Robust Medical Image Segmentation—0
TBI Image/Text (TBI-IT): Comprehensive Text and Image Datasets for Traumatic Brain Injury Research—0
tCURLoRA: Tensor CUR Decomposition Based Low-Rank Parameter Adaptation and Its Application in Medical Image Segmentation—0
Technical Note: Feasibility of translating 3.0T-trained Deep-Learning Segmentation Models Out-of-the-Box on Low-Field MRI 0.55T Knee-MRI of Healthy Controls—0
TECM: Transfer Learning-based Evidential C-Means Clustering—0
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Anthropic Prior Knowledge—0
Teeth-SEG: An Efficient Instance Segmentation Framework for Orthodontic Treatment based on Multi-Scale Aggregation and Anthropic Prior Knowledge—0
Template-Based Active Contours—0
Temporally Coherent Person Matting Trained on Fake-Motion Dataset—0
Temporally-Extended Prompts Optimization for SAM in Interactive Medical Image Segmentation—0
Temporally stable video segmentation without video annotations—0
TESA: Tensor Element Self-Attention via Matricization—0
Testing the Segment Anything Model on radiology data—0
TeST: Test-time Self-Training under Distribution Shift—0
Test-time Adaptation for Foundation Medical Segmentation Model without Parametric Updates—0
Test-Time Modality Generalization for Medical Image Segmentation—0
Test-Time Training for Deformable Multi-Scale Image Registration—0
Text2Layer: Layered Image Generation using Latent Diffusion Model—0
Text Augmented Spatial-aware Zero-shot Referring Image Segmentation—0
TextDiffSeg: Text-guided Latent Diffusion Model for 3d Medical Images Segmentation—0
Text-guided multi-stage cross-perception network for medical image segmentation—0
Texture Based Image Segmentation of Chili Pepper X-Ray Images Using Gabor Filter—0
Texture Fuzzy Segmentation using Skew Divergence Adaptive Affinity Functions—0
TFLMS: Large Model Support in TensorFlow by Graph Rewriting—0
TG-LMM: Enhancing Medical Image Segmentation Accuracy through Text-Guided Large Multi-Modal Model—0
That Label's Got Style: Handling Label Style Bias for Uncertain Image Segmentation—0
The algorithm of formation of a training set for an artificial neural network for image segmentation—0
The BabyView dataset: High-resolution egocentric videos of infants' and young children's everyday experiences—0
The Chan-Vese Model with Elastica and Landmark Constraints for Image Segmentation—0
The Domain Shift Problem of Medical Image Segmentation and Vendor-Adaptation by Unet-GAN—0
The efficiency of deep learning algorithms for detecting anatomical reference points on radiological images of the head profile—0
A Rigid Registration Method in TEVAR—0
The Fast and Accurate Approach to Detection and Segmentation of Melanoma Skin Cancer using Fine-tuned Yolov3 and SegNet Based on Deep Transfer Learning—0
The Impact Label Noise and Choice of Threshold has on Cross-Entropy and Soft-Dice in Image Segmentation—0
The impact of using voxel-level segmentation metrics on evaluating multifocal prostate cancer localisation—0
The iterative convolution-thresholding method (ICTM) for image segmentation—0
The Mapillary Vistas Dataset for Semantic Understanding of Street Scenes—0
The Method of Multimodal MRI Brain Image Segmentation Based on Differential Geometric Features—0
The most general manner to injectively align true and predicted segments—0
Morphology Edge Attention Network and Optimal Geometric Matching Connection model for vascular segmentation—0
Theoretical Analysis of Active Contours on Graphs—0
The Performance of Deep U-Net Pre-Clinical Organ-wise Segmentation in the Presence of Low Counting Statistics.—0
The Potential of Visual ChatGPT For Remote Sensing—0
The Power of Proxy Data and Proxy Networks for Hyper-Parameter Optimization in Medical Image Segmentation—0
The revenge of BiSeNet: Efficient Multi-Task Image Segmentation—0
Thermal hand image segmentation for biometric recognition—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