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 11511200 of 5035 papers

TitleStatusHype
`Project & Excite' Modules for Segmentation of Volumetric Medical ScansCode1
PHiSeg: Capturing Uncertainty in Medical Image SegmentationCode1
Semantic Segmentation of Video Sequences with Convolutional LSTMsCode1
Bidirectional Learning for Domain Adaptation of Semantic SegmentationCode1
Mumford-Shah Loss Functional for Image Segmentation with Deep LearningCode1
'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric ImagesCode1
Synergistic Image and Feature Adaptation: Towards Cross-Modality Domain Adaptation for Medical Image SegmentationCode1
Guided Curriculum Model Adaptation and Uncertainty-Aware Evaluation for Semantic Nighttime Image SegmentationCode1
Post-mortem Iris Recognition with Deep-Learning-based Image SegmentationCode1
CC-Net: Image Complexity Guided Network Compression for Biomedical Image SegmentationCode1
Studying the Plasticity in Deep Convolutional Neural Networks using Random PruningCode1
Non-local U-Net for Biomedical Image SegmentationCode1
Fast Neural Architecture Search of Compact Semantic Segmentation Models via Auxiliary CellsCode1
nnU-Net: Self-adapting Framework for U-Net-Based Medical Image SegmentationCode1
Open Source Presentation Attack Detection Baseline for Iris RecognitionCode1
YouTube-VOS: Sequence-to-Sequence Video Object SegmentationCode1
UNet++: A Nested U-Net Architecture for Medical Image SegmentationCode1
Sem-GAN: Semantically-Consistent Image-to-Image TranslationCode1
Interactive Medical Image Segmentation via Point-Based Interaction and Sequential Patch LearningCode1
Attention U-Net: Learning Where to Look for the PancreasCode1
HyperDense-Net: A hyper-densely connected CNN for multi-modal image segmentationCode1
CompNet: Complementary Segmentation Network for Brain MRI ExtractionCode1
Concurrent Spatial and Channel Squeeze & Excitation in Fully Convolutional NetworksCode1
Encoder-Decoder with Atrous Separable Convolution for Semantic Image SegmentationCode1
TernausNet: U-Net with VGG11 Encoder Pre-Trained on ImageNet for Image SegmentationCode1
MobileNetV2: Inverted Residuals and Linear BottlenecksCode1
BUSIS: A Benchmark for Breast Ultrasound Image SegmentationCode1
Panoptic SegmentationCode1
W-Net: A Deep Model for Fully Unsupervised Image SegmentationCode1
VisDA: The Visual Domain Adaptation ChallengeCode1
One-Shot Learning for Semantic SegmentationCode1
Residual Conv-Deconv Grid Network for Semantic SegmentationCode1
Rethinking Atrous Convolution for Semantic Image SegmentationCode1
Clockwork Convnets for Video Semantic SegmentationCode1
DeepLab: Semantic Image Segmentation with Deep Convolutional Nets, Atrous Convolution, and Fully Connected CRFsCode1
SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image SegmentationCode1
Deep clustering: Discriminative embeddings for segmentation and separationCode1
Semantic Image Segmentation with Deep Convolutional Nets and Fully Connected CRFsCode1
Efficient Inference in Fully Connected CRFs with Gaussian Edge PotentialsCode1
DiffOSeg: Omni Medical Image Segmentation via Multi-Expert Collaboration Diffusion ModelCode0
Unified Medical Image Segmentation with State Space Modeling Snake0
A New Dataset and Performance Benchmark for Real-time Spacecraft Segmentation in Onboard Flight ComputersCode0
Prompt Engineering in Segment Anything Model: Methodologies, Applications, and Emerging Challenges0
Admissibility of Stein Shrinkage for Batch Normalization in the Presence of Adversarial Attacks0
HNOSeg-XS: Extremely Small Hartley Neural Operator for Efficient and Resolution-Robust 3D Image Segmentation0
Just Say Better or Worse: A Human-AI Collaborative Framework for Medical Image Segmentation Without Manual Annotations0
OpenWorldSAM: Extending SAM2 for Universal Image Segmentation with Language Prompts0
Causal-SAM-LLM: Large Language Models as Causal Reasoners for Robust Medical Segmentation0
Autoadaptive Medical Segment Anything ModelCode0
Prompt2SegCXR:Prompt to Segment All Organs and Diseases in Chest X-rays0
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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