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 18511900 of 5035 papers

TitleStatusHype
Deepfake Image Generation for Improved Brain Tumor Segmentation0
Image Segmentation Keras : Implementation of Segnet, FCN, UNet, PSPNet and other models in KerasCode4
Learning Transferable Object-Centric Diffeomorphic Transformations for Data Augmentation in Medical Image Segmentation0
Semi-Supervised Medical Image Segmentation with Co-Distribution Alignment0
SwinMM: Masked Multi-view with Swin Transformers for 3D Medical Image SegmentationCode1
SL: Stable Learning in Source-Free Domain Adaption for Medical Image Segmentation0
SwIPE: Efficient and Robust Medical Image Segmentation with Implicit Patch EmbeddingsCode0
COLosSAL: A Benchmark for Cold-start Active Learning for 3D Medical Image SegmentationCode1
Flight Contrail Segmentation via Augmented Transfer Learning with Novel SR Loss Function in Hough SpaceCode1
Atomic number estimation of dual energy cargo radiographs using a semiempirical transparency model0
DHC: Dual-debiased Heterogeneous Co-training Framework for Class-imbalanced Semi-supervised Medical Image SegmentationCode1
Pick the Best Pre-trained Model: Towards Transferability Estimation for Medical Image SegmentationCode1
Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor Image SegmentationCode1
Learning to Segment from Noisy Annotations: A Spatial Correction ApproachCode1
Consistency-guided Meta-Learning for Bootstrapping Semi-Supervised Medical Image SegmentationCode1
Bridging Vision and Language Encoders: Parameter-Efficient Tuning for Referring Image SegmentationCode1
Probabilistic Modeling of Inter- and Intra-observer Variability in Medical Image Segmentation0
Confidence Intervals for Performance Estimates in Brain MRI Segmentation0
Quantized Feature Distillation for Network Quantization0
Deep Multi-Threshold Spiking-UNet for Image ProcessingCode1
HRFNet: High-Resolution Forgery Network for Localizing Satellite Image Manipulation0
Two Approaches to Supervised Image Segmentation0
Source-Free Domain Adaptation for Medical Image Segmentation via Prototype-Anchored Feature Alignment and Contrastive LearningCode1
Text2Layer: Layered Image Generation using Latent Diffusion Model0
Connections between Operator-splitting Methods and Deep Neural Networks with Applications in Image Segmentation0
PottsMGNet: A Mathematical Explanation of Encoder-Decoder Based Neural Networks0
EVIL: Evidential Inference Learning for Trustworthy Semi-supervised Medical Image Segmentation0
Evaluate Fine-tuning Strategies for Fetal Head Ultrasound Image Segmentation with U-NetCode0
Frequency-mixed Single-source Domain Generalization for Medical Image SegmentationCode1
Combiner and HyperCombiner Networks: Rules to Combine Multimodality MR Images for Prostate Cancer Localisation0
Implementation of a perception system for autonomous vehicles using a detection-segmentation network in SoC FPGACode1
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentationCode2
Boundary-weighted logit consistency improves calibration of segmentation networks0
Source-Free Domain Adaptive Fundus Image Segmentation with Class-Balanced Mean TeacherCode1
Challenge Results Are Not Reproducible0
Frequency Domain Adversarial Training for Robust Volumetric Medical SegmentationCode1
DenseMP: Unsupervised Dense Pre-training for Few-shot Medical Image Segmentation0
Rectifying Noisy Labels with Sequential Prior: Multi-Scale Temporal Feature Affinity Learning for Robust Video SegmentationCode0
Correlation-Aware Mutual Learning for Semi-supervised Medical Image SegmentationCode1
3D Medical Image Segmentation based on multi-scale MPU-NetCode0
SAM^Med: A medical image annotation framework based on large vision model0
A Graph Multi-separator Problem for Image Segmentation0
Semantic-SAM: Segment and Recognize Anything at Any GranularityCode4
Ariadne's Thread:Using Text Prompts to Improve Segmentation of Infected Areas from Chest X-ray imagesCode1
Empirical Analysis of a Segmentation Foundation Model in Prostate Imaging0
SegNetr: Rethinking the local-global interactions and skip connections in U-shaped networks0
Semi-supervised Domain Adaptive Medical Image Segmentation through Consistency Regularized Disentangled Contrastive LearningCode1
Self-supervised learning via inter-modal reconstruction and feature projection networks for label-efficient 3D-to-2D segmentationCode0
GNEP Based Dynamic Segmentation and Motion Estimation for Neuromorphic Imaging0
Spherical Feature Pyramid Networks For Semantic Segmentation0
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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