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 151200 of 5035 papers

TitleStatusHype
BEFUnet: A Hybrid CNN-Transformer Architecture for Precise Medical Image SegmentationCode2
Image Segmentation in Foundation Model Era: A SurveyCode2
LLM-Seg: Bridging Image Segmentation and Large Language Model ReasoningCode2
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image SegmentationCode2
HiMTok: Learning Hierarchical Mask Tokens for Image Segmentation with Large Multimodal ModelCode2
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image SegmentationCode2
HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image SegmentationCode2
Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic ApproximationCode2
Hierarchical Open-vocabulary Universal Image SegmentationCode2
High-Precision Dichotomous Image Segmentation via Probing Diffusion CapacityCode2
AgileFormer: Spatially Agile Transformer UNet for Medical Image SegmentationCode2
Generative AI Enables Medical Image Segmentation in Ultra Low-Data RegimesCode2
Bidirectional Copy-Paste for Semi-Supervised Medical Image SegmentationCode2
Masked-attention Mask Transformer for Universal Image SegmentationCode2
MedCLIP-SAM: Bridging Text and Image Towards Universal Medical Image SegmentationCode2
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image SegmentationCode2
A Data-scalable Transformer for Medical Image Segmentation: Architecture, Model Efficiency, and BenchmarkCode2
Medical Vision Generalist: Unifying Medical Imaging Tasks in ContextCode2
Generative Medical SegmentationCode2
Full Page Handwriting Recognition via Image to Sequence ExtractionCode2
Merging Context Clustering with Visual State Space Models for Medical Image SegmentationCode2
MIS-FM: 3D Medical Image Segmentation using Foundation Models Pretrained on a Large-Scale Unannotated DatasetCode2
Modality-agnostic Domain Generalizable Medical Image Segmentation by Multi-Frequency in Multi-Scale AttentionCode2
MouSi: Poly-Visual-Expert Vision-Language ModelsCode2
HiDiff: Hybrid Diffusion Framework for Medical Image SegmentationCode2
LViT: Language meets Vision Transformer in Medical Image SegmentationCode2
Narrowing the semantic gaps in U-Net with learnable skip connections: The case of medical image segmentationCode2
SlicerNNInteractive: A 3D Slicer extension for nnInteractiveCode2
BRAU-Net++: U-Shaped Hybrid CNN-Transformer Network for Medical Image SegmentationCode2
nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation BenchmarkCode2
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image SegmentationCode2
One Token to Seg Them All: Language Instructed Reasoning Segmentation in VideosCode2
CAT-SAM: Conditional Tuning for Few-Shot Adaptation of Segment Anything ModelCode2
ESP-MedSAM: Efficient Self-Prompting SAM for Universal Domain-Generalized Medical Image SegmentationCode2
PEM: Prototype-based Efficient MaskFormer for Image SegmentationCode2
PlantSeg: A Large-Scale In-the-wild Dataset for Plant Disease SegmentationCode2
3D UX-Net: A Large Kernel Volumetric ConvNet Modernizing Hierarchical Transformer for Medical Image SegmentationCode2
MobileOne: An Improved One millisecond Mobile BackboneCode2
EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image SegmentationCode2
FedFMS: Exploring Federated Foundation Models for Medical Image SegmentationCode2
EasyPortrait -- Face Parsing and Portrait Segmentation DatasetCode2
Diversified and Personalized Multi-rater Medical Image SegmentationCode2
Domain Adaptive and Generalizable Network Architectures and Training Strategies for Semantic Image SegmentationCode2
RSRefSeg: Referring Remote Sensing Image Segmentation with Foundation ModelsCode2
EGE-UNet: an Efficient Group Enhanced UNet for skin lesion segmentationCode2
FocalClick: Towards Practical Interactive Image SegmentationCode2
DiffRect: Latent Diffusion Label Rectification for Semi-supervised Medical Image SegmentationCode2
DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask DiffusionCode2
Diffusion models as plug-and-play priorsCode2
Densely Connected Parameter-Efficient Tuning for Referring Image SegmentationCode2
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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