SOTAVerified

Semantic Segmentation

Papers

Showing 101110 of 14763 papers

TitleStatusHype
CM-UNet: Hybrid CNN-Mamba UNet for Remote Sensing Image Semantic SegmentationCode3
EMCAD: Efficient Multi-scale Convolutional Attention Decoding for Medical Image SegmentationCode3
Multi-Modal Data-Efficient 3D Scene Understanding for Autonomous DrivingCode3
FRACTAL: An Ultra-Large-Scale Aerial Lidar Dataset for 3D Semantic Segmentation of Diverse LandscapesCode3
Moving Object Segmentation: All You Need Is SAM (and Flow)Code3
How to build the best medical image segmentation algorithm using foundation models: a comprehensive empirical study with Segment Anything ModelCode3
SegFormer3D: an Efficient Transformer for 3D Medical Image SegmentationCode3
Sigma: Siamese Mamba Network for Multi-Modal Semantic SegmentationCode3
RS-Mamba for Large Remote Sensing Image Dense PredictionCode3
UltraLight VM-UNet: Parallel Vision Mamba Significantly Reduces Parameters for Skin Lesion SegmentationCode3
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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