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Semantic Segmentation

Papers

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Showing 401–425 of 14763 papers

TitleStatusHype
Audio-Visual Segmentation with SemanticsCode2
LKM-UNet: Large Kernel Vision Mamba UNet for Medical Image SegmentationCode2
Learnable Prompting SAM-induced Knowledge Distillation for Semi-supervised Medical Image SegmentationCode2
Learning Affinity from Attention: End-to-End Weakly-Supervised Semantic Segmentation with TransformersCode2
Learning Multi-View Aggregation In the Wild for Large-Scale 3D Semantic SegmentationCode2
Adaptive Bidirectional Displacement for Semi-Supervised Medical Image SegmentationCode2
Learning What Not to Segment: A New Perspective on Few-Shot SegmentationCode2
Learning without Exact Guidance: Updating Large-scale High-resolution Land Cover Maps from Low-resolution Historical LabelsCode2
A Unified Framework for 3D Scene UnderstandingCode2
A Unified Image-Dense Annotation Generation Model for Underwater ScenesCode2
DaCapo: a modular deep learning framework for scalable 3D image segmentationCode2
Diving into Underwater: Segment Anything Model Guided Underwater Salient Instance Segmentation and A Large-scale DatasetCode2
A Unified Transformer Framework for Group-based Segmentation: Co-Segmentation, Co-Saliency Detection and Video Salient Object DetectionCode2
AllWeatherNet:Unified Image Enhancement for Autonomous Driving under Adverse Weather and Lowlight-conditionsCode2
LViT: Language meets Vision Transformer in Medical Image SegmentationCode2
LVOS: A Benchmark for Large-scale Long-term Video Object SegmentationCode2
M^2SNet: Multi-scale in Multi-scale Subtraction Network for Medical Image SegmentationCode2
Make-A-Scene: Scene-Based Text-to-Image Generation with Human PriorsCode2
DiffAtlas: GenAI-fying Atlas Segmentation via Image-Mask DiffusionCode2
AllSpark: Reborn Labeled Features from Unlabeled in Transformer for Semi-Supervised Semantic SegmentationCode2
DiffBEV: Conditional Diffusion Model for Bird's Eye View PerceptionCode2
Alleviating Textual Reliance in Medical Language-guided Segmentation via Prototype-driven Semantic ApproximationCode2
DetectoRS: Detecting Objects with Recursive Feature Pyramid and Switchable Atrous ConvolutionCode2
DenseNets Reloaded: Paradigm Shift Beyond ResNets and ViTsCode2
DFormer: Rethinking RGBD Representation Learning for Semantic SegmentationCode2
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All datasetsADE20KNYU-Depth V2Cityscapes testCityscapes valADE20K valPASCAL ContextS3DIS Area5PASCAL VOC 2012 testS3DISScanNetSUN-RGBDDensePASS

Benchmark Results

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