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

Showing 14511500 of 5035 papers

TitleStatusHype
How to Efficiently Annotate Images for Best-Performing Deep Learning Based Segmentation Models: An Empirical Study with Weak and Noisy Annotations and Segment Anything ModelCode0
Gradient-based Parameter Selection for Efficient Fine-TuningCode1
Towards the Unification of Generative and Discriminative Visual Foundation Model: A Survey0
SQA-SAM: Segmentation Quality Assessment for Medical Images Utilizing the Segment Anything Model0
Q-Segment: Segmenting Images In-Sensor for Vessel-Based Medical Diagnosis0
SegRap2023: A Benchmark of Organs-at-Risk and Gross Tumor Volume Segmentation for Radiotherapy Planning of Nasopharyngeal CarcinomaCode1
MCANet: Medical Image Segmentation with Multi-Scale Cross-Axis AttentionCode2
ReCoRe: Regularized Contrastive Representation Learning of World Model0
ASLseg: Adapting SAM in the Loop for Semi-supervised Liver Tumor Segmentation0
Advanced Image Segmentation Techniques for Neural Activity Detection via C-fos Immediate Early Gene Expression0
Enhancing CT Image synthesis from multi-modal MRI data based on a multi-task neural network framework0
CLIP as RNN: Segment Countless Visual Concepts without Training Endeavor0
MS-Twins: Multi-Scale Deep Self-Attention Networks for Medical Image Segmentation0
ScribblePrompt: Fast and Flexible Interactive Segmentation for Any Biomedical ImageCode2
Dual Structure-Aware Image Filterings for Semi-supervised Medical Image Segmentation0
Interfacing Foundation Models' EmbeddingsCode1
ReshapeIT: Reliable Shape Interaction with Implicit Template for Anatomical Structure ReconstructionCode0
A dynamic interactive learning framework for automated 3D medical image segmentation0
DG-TTA: Out-of-domain Medical Image Segmentation through Augmentation and Descriptor-driven Domain Generalization and Test-Time AdaptationCode1
Flexible visual prompts for in-context learning in computer visionCode0
AttenScribble: Attentive Similarity Learning for Scribble-Supervised Medical Image Segmentation0
SemiSAM: Enhancing Semi-Supervised Medical Image Segmentation via SAM-Assisted Consistency RegularizationCode1
SAR image segmentation algorithms based on I-divergence-TV model0
A global optimization SAR image segmentation model can be easily transformed to a general ROF denoising model0
Loss Functions in the Era of Semantic Segmentation: A Survey and OutlookCode1
ODES: Domain Adaptation with Expert Guidance for Online Medical Image Segmentation0
LSegDiff: A Latent Diffusion Model for Medical Image Segmentation0
E2ENet: Dynamic Sparse Feature Fusion for Accurate and Efficient 3D Medical Image SegmentationCode1
An unsupervised approach towards promptable defect segmentation in laser-based additive manufacturing by Segment Anything0
Improving the Generalization of Segmentation Foundation Model under Distribution Shift via Weakly Supervised AdaptationCode1
DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception0
Graph Information Bottleneck for Remote Sensing Segmentation0
Breast Cancer Detection Using Deep Learning Technique Based On Ultrasound Image0
MobileUtr: Revisiting the relationship between light-weight CNN and Transformer for efficient medical image segmentationCode1
ResEnsemble-DDPM: Residual Denoising Diffusion Probabilistic Models for Ensemble Learning0
SRSNetwork: Siamese Reconstruction-Segmentation Networks based on Dynamic-Parameter ConvolutionCode0
Instance-guided Cartoon Editing with a Large-scale Dataset0
Automatic Report Generation for Histopathology images using pre-trained Vision Transformers and BERTCode0
Towards Generalizable Referring Image Segmentation via Target Prompt and Visual Coherence0
A Recent Survey of Vision Transformers for Medical Image Segmentation0
Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals0
VREM-FL: Mobility-Aware Computation-Scheduling Co-Design for Vehicular Federated LearningCode0
Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image SegmentationCode1
A Survey on Deep Learning for Polyp Segmentation: Techniques, Challenges and Future TrendsCode0
Guided Prompting in SAM for Weakly Supervised Cell Segmentation in Histopathological ImagesCode0
Synchronizing Vision and Language: Bidirectional Token-Masking AutoEncoder for Referring Image Segmentation0
CLiSA: A Hierarchical Hybrid Transformer Model using Orthogonal Cross Attention for Satellite Image Cloud Segmentation0
Focus on Query: Adversarial Mining Transformer for Few-Shot SegmentationCode1
Alternate Diverse Teaching for Semi-supervised Medical Image SegmentationCode1
U-Net v2: Rethinking the Skip Connections of U-Net for Medical Image SegmentationCode6
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.92Unverified
2HetNetIoU0.83Unverified
3PMDIoU0.82Unverified
4SANetIoU0.8Unverified
5MirrorNetIoU0.79Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetIoU0.73Unverified
2HetNetIoU0.69Unverified
3SANetIoU0.67Unverified
4PMDIoU0.66Unverified
5MirrorNetIoU0.59Unverified
#ModelMetricClaimedVerifiedStatus
1SAM2-UNetmIoU0.8Unverified
2MAS-SAMmIoU0.79Unverified
3MASNetmIoU0.74Unverified
4ZoomNetmIoU0.74Unverified
#ModelMetricClaimedVerifiedStatus
1HIPIE (ViT-H)mIoUPartS63.8Unverified
2PPSmIoUPartS58.6Unverified
3HIPIE (ResNet-50)mIoUPartS57.2Unverified
4JPPFmIoUPartS54.4Unverified
#ModelMetricClaimedVerifiedStatus
1MAS-SAMmIoU0.74Unverified
2SAM2-UNetmIoU0.74Unverified
3MASNetmIoU0.73Unverified
4ZoomNetmIoU0.73Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CmIoU63.6Unverified
2OneNete,4-SmAP0.552.75Unverified
3OneNeted,4mIoU14.9Unverified
#ModelMetricClaimedVerifiedStatus
1UNetRDice0.98Unverified
2PALEDDice0.98Unverified
#ModelMetricClaimedVerifiedStatus
1ResAttUNetIoU0.67Unverified
2UNetIoU0.57Unverified
#ModelMetricClaimedVerifiedStatus
1SynCo (ResNet-50) 200epmask AP35.4Unverified
#ModelMetricClaimedVerifiedStatus
1MobileOne-S0GFLOPs0.28Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4mIoU6.6Unverified
#ModelMetricClaimedVerifiedStatus
1OneNete,4-CDice Score0.97Unverified