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Segmentation

Papers

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Showing 151–200 of 13072 papers

TitleStatusHype
RSRefSeg: Referring Remote Sensing Image Segmentation with Foundation ModelsCode2
CellViT++: Energy-Efficient and Adaptive Cell Segmentation and Classification Using Foundation ModelsCode2
FOCUS: Towards Universal Foreground SegmentationCode2
LesionLocator: Zero-Shot Universal Tumor Segmentation and Tracking in 3D Whole-Body ImagingCode2
HyperSeg: Hybrid Segmentation Assistant with Fine-grained Visual PerceiverCode2
nnWNet: Rethinking the Use of Transformers in Biomedical Image Segmentation and Calling for a Unified Evaluation BenchmarkCode2
CGCOD: Class-Guided Camouflaged Object DetectionCode2
Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image SegmentationCode2
InstructSeg: Unifying Instructed Visual Segmentation with Multi-modal Large Language ModelsCode2
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image SegmentationCode2
Mask-Adapter: The Devil is in the Masks for Open-Vocabulary SegmentationCode2
Talking to DINO: Bridging Self-Supervised Vision Backbones with Language for Open-Vocabulary SegmentationCode2
HyperSeg: Towards Universal Visual Segmentation with Large Language ModelCode2
vesselFM: A Foundation Model for Universal 3D Blood Vessel SegmentationCode2
UltraSam: A Foundation Model for Ultrasound using Large Open-Access Segmentation DatasetsCode2
Open-Vocabulary Online Semantic Mapping for SLAMCode2
Find Any Part in 3DCode2
CorrCLIP: Reconstructing Correlations in CLIP with Off-the-Shelf Foundation Models for Open-Vocabulary Semantic SegmentationCode2
Harnessing Vision Foundation Models for High-Performance, Training-Free Open Vocabulary SegmentationCode2
On Deep Learning for Geometric and Semantic Scene Understanding Using On-Vehicle 3D LiDARCode2
CrossEarth: Geospatial Vision Foundation Model for Domain Generalizable Remote Sensing Semantic SegmentationCode2
DI-MaskDINO: A Joint Object Detection and Instance Segmentation ModelCode2
High-Precision Dichotomous Image Segmentation via Probing Diffusion CapacityCode2
Text4Seg: Reimagining Image Segmentation as Text GenerationCode2
Interactive4D: Interactive 4D LiDAR SegmentationCode2
MedUniSeg: 2D and 3D Medical Image Segmentation via a Prompt-driven Universal ModelCode2
A Simple Image Segmentation Framework via In-Context ExamplesCode2
One Token to Seg Them All: Language Instructed Reasoning Segmentation in VideosCode2
MedCLIP-SAMv2: Towards Universal Text-Driven Medical Image SegmentationCode2
EM-Net: Efficient Channel and Frequency Learning with Mamba for 3D Medical Image SegmentationCode2
Fields of The World: A Machine Learning Benchmark Dataset For Global Agricultural Field Boundary SegmentationCode2
Gradient-Driven 3D Segmentation and Affordance Transfer in Gaussian Splatting Using 2D MasksCode2
SkinMamba: A Precision Skin Lesion Segmentation Architecture with Cross-Scale Global State Modeling and Frequency Boundary GuidanceCode2
Multi-Domain Data Aggregation for Axon and Myelin Segmentation in Histology ImagesCode2
Self-Prompting Polyp Segmentation in Colonoscopy using Hybrid Yolo-SAM 2 ModelCode2
DetailCLIP: Detail-Oriented CLIP for Fine-Grained TasksCode2
PlantSeg: A Large-Scale In-the-wild Dataset for Plant Disease SegmentationCode2
RevSAM2: Prompt SAM2 for Medical Image Segmentation via Reverse-Propagation without Fine-tuningCode2
Hybrid-Segmentor: A Hybrid Approach to Automated Fine-Grained Crack Segmentation in Civil InfrastructureCode2
Generative AI Enables Medical Image Segmentation in Ultra Low-Data RegimesCode2
CSAD: Unsupervised Component Segmentation for Logical Anomaly DetectionCode2
Leveraging Hallucinations to Reduce Manual Prompt Dependency in Promptable SegmentationCode2
MSVM-UNet: Multi-Scale Vision Mamba UNet for Medical Image SegmentationCode2
Segment Any Mesh: Zero-shot Mesh Part Segmentation via Lifting Segment Anything 2 to 3DCode2
Image Segmentation in Foundation Model Era: A SurveyCode2
UNetMamba: An Efficient UNet-Like Mamba for Semantic Segmentation of High-Resolution Remote Sensing ImagesCode2
HMT-UNet: A hybird Mamba-Transformer Vision UNet for Medical Image SegmentationCode2
Segment Anything with Multiple ModalitiesCode2
Surgical SAM 2: Real-time Segment Anything in Surgical Video by Efficient Frame PruningCode2
Robust Semi-supervised Multimodal Medical Image Segmentation via Cross Modality CollaborationCode2
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All datasetsSA-1B.MFSDMMFloodSimGas

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1unSAM+ (Semi-supervised)Average Precision42.8—Unverified
2SAMAverage Precision38.9—Unverified
#ModelMetricClaimedVerifiedStatus
1HNN10%20—Unverified
#ModelMetricClaimedVerifiedStatus
1ABANetF1 Score96.82—Unverified
#ModelMetricClaimedVerifiedStatus
1ResNet50 + DeepLabV3+F1 score0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1LangGasIoU0.69—Unverified