SOTAVerified

Semantic Segmentation

Papers

Showing 20512075 of 14763 papers

TitleStatusHype
Novel adaptation of video segmentation to 3D MRI: efficient zero-shot knee segmentation with SAM20
Robust Approximate Characterization of Single-Cell Heterogeneity in Microbial GrowthCode0
Is SAM 2 Better than SAM in Medical Image Segmentation?0
SAM 2 in Robotic Surgery: An Empirical Evaluation for Robustness and Generalization in Surgical Video Segmentation0
SegXAL: Explainable Active Learning for Semantic Segmentation in Driving Scene Scenarios0
What could go wrong? Discovering and describing failure modes in computer vision0
SAM2-Adapter: Evaluating & Adapting Segment Anything 2 in Downstream Tasks: Camouflage, Shadow, Medical Image Segmentation, and MoreCode5
Quantifying the Impact of Population Shift Across Age and Sex for Abdominal Organ Segmentation0
Performance and Non-adversarial Robustness of the Segment Anything Model 2 in Surgical Video Segmentation0
CAS-ViT: Convolutional Additive Self-attention Vision Transformers for Efficient Mobile ApplicationsCode2
How Well Can Vision Language Models See Image Details?0
Fast Sprite Decomposition from Animated Graphics0
Path-SAM2: Transfer SAM2 for digital pathology semantic segmentationCode1
Distillation Learning Guided by Image Reconstruction for One-Shot Medical Image SegmentationCode0
Biomedical Image Segmentation: A Systematic Literature Review of Deep Learning Based Object Detection Methods0
Post-Mortem Human Iris Segmentation Analysis with Deep Learning0
Biomedical SAM 2: Segment Anything in Biomedical Images and VideosCode0
Comb, Prune, Distill: Towards Unified Pruning for Vision Model CompressionCode0
Evaluation of Segment Anything Model 2: The Role of SAM2 in the Underwater EnvironmentCode1
DaCapo: a modular deep learning framework for scalable 3D image segmentationCode2
Segmentation Style Discovery: Application to Skin Lesion ImagesCode0
Dimensionality Reduction and Nearest Neighbors for Improving Out-of-Distribution Detection in Medical Image SegmentationCode0
Interactive 3D Medical Image Segmentation with SAM 2Code1
Cross Pseudo Supervision Framework for Sparsely Labelled Geospatial Images0
Cross-Domain Semantic Segmentation on Inconsistent Taxonomy using VLMsCode0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1InternImage-H (M3I Pre-training)Params (M)1,310Unverified
2ViT-P (InternImage-H)Validation mIoU63.6Unverified
3ONE-PEACEValidation mIoU63Unverified
4M3I Pre-training (InternImage-H)Validation mIoU62.9Unverified
5InternImage-HValidation mIoU62.9Unverified
6BEiT-3Validation mIoU62.8Unverified
7EVAValidation mIoU62.3Unverified
8ViT-P (OneFormer, InternImage-H)Validation mIoU61.6Unverified
9ViT-Adapter-L (Mask2Former, BEiTv2 pretrain)Validation mIoU61.5Unverified
10FD-SwinV2-GValidation mIoU61.4Unverified