SOTAVerified

Semantic Segmentation

Papers

Showing 33013350 of 14763 papers

TitleStatusHype
Prototype-Driven and Multi-Expert Integrated Multi-Modal MR Brain Tumor Image SegmentationCode1
Prototype Knowledge Distillation for Medical Segmentation with Missing ModalityCode1
Decoupling Common and Unique Representations for Multimodal Self-supervised LearningCode1
Data Augmentation-free Unsupervised Learning for 3D Point Cloud UnderstandingCode1
Proximal Splitting Adversarial Attacks for Semantic SegmentationCode1
Zero-Shot Semantic SegmentationCode1
A Large-Scale Network Construction and Lightweighting Method for Point Cloud Semantic SegmentationCode1
Efficient On-device Training via Gradient FilteringCode1
Pseudo-label Alignment for Semi-supervised Instance SegmentationCode1
Pseudo-Label Guided Contrastive Learning for Semi-Supervised Medical Image SegmentationCode1
Efficient Regional Memory Network for Video Object SegmentationCode1
DATA: Domain-Aware and Task-Aware Self-supervised LearningCode1
Automatic Data Augmentation for 3D Medical Image SegmentationCode1
Efficient Semantic Video Segmentation with Per-frame InferenceCode1
Improving Weakly-supervised Video Instance Segmentation by Leveraging Spatio-temporal ConsistencyCode1
Puzzle Mix: Exploiting Saliency and Local Statistics for Optimal MixupCode1
Encoder-Decoder with Atrous Separable Convolution for Semantic Image SegmentationCode1
Efficient Medical Image Segmentation Based on Knowledge DistillationCode1
Activate or Not: Learning Customized ActivationCode1
Data Efficient 3D Learner via Knowledge Transferred from 2D ModelCode1
pyssam -- a Python library for statistical modelling of biomedical shape and appearanceCode1
PyTorch Connectomics: A Scalable and Flexible Segmentation Framework for EM ConnectomicsCode1
Building a Strong Pre-Training Baseline for Universal 3D Large-Scale PerceptionCode1
Efficient Inference in Fully Connected CRFs with Gaussian Edge PotentialsCode1
Data-Free Quantization Through Weight Equalization and Bias CorrectionCode1
QTSeg: A Query Token-Based Architecture for Efficient 2D Medical Image SegmentationCode1
Efficient Mask Correction for Click-Based Interactive Image SegmentationCode1
Differentiable Multi-Granularity Human Representation Learning for Instance-Aware Human Semantic ParsingCode1
Evaluation of Segment Anything Model 2: The Role of SAM2 in the Underwater EnvironmentCode1
Efficient Multimodal Semantic Segmentation via Dual-Prompt LearningCode1
A Learning Strategy for Contrast-agnostic MRI SegmentationCode1
Dataset Diffusion: Diffusion-based Synthetic Dataset Generation for Pixel-Level Semantic SegmentationCode1
Decomposed Knowledge Distillation for Class-Incremental Semantic SegmentationCode1
Dataset Enhancement with Instance-Level AugmentationsCode1
Activation Modulation and Recalibration Scheme for Weakly Supervised Semantic SegmentationCode1
DatasetGAN: Efficient Labeled Data Factory with Minimal Human EffortCode1
Efficient Connectivity-Preserving Instance Segmentation with Supervoxel-Based Loss FunctionCode1
Decomposing 3D Scenes into Objects via Unsupervised Volume SegmentationCode1
Rank & Sort Loss for Object Detection and Instance SegmentationCode1
DA-TransUNet: Integrating Spatial and Channel Dual Attention with Transformer U-Net for Medical Image SegmentationCode1
UniDA3D: Unified Domain Adaptive 3D Semantic Segmentation PipelineCode1
Effect of Prior-based Losses on Segmentation Performance: A BenchmarkCode1
Real3D-Aug: Point Cloud Augmentation by Placing Real Objects with Occlusion Handling for 3D Detection and SegmentationCode1
BT-Unet: A self-supervised learning framework for biomedical image segmentation using Barlow Twins with U-Net modelsCode1
Real-time Automatic M-mode Echocardiography Measurement with Panel Attention from Local-to-Global PixelsCode1
Real-time Fusion Network for RGB-D Semantic Segmentation Incorporating Unexpected Obstacle Detection for Road-driving ImagesCode1
Local Label Point Correction for Edge Detection of Overlapping Cervical CellsCode1
ALGM: Adaptive Local-then-Global Token Merging for Efficient Semantic Segmentation with Plain Vision TransformersCode1
DB-SAM: Delving into High Quality Universal Medical Image SegmentationCode1
EditGAN: High-Precision Semantic Image EditingCode1
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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