SOTAVerified

Semantic Segmentation

Papers

Showing 40014050 of 14763 papers

TitleStatusHype
LVIS: A Dataset for Large Vocabulary Instance SegmentationCode1
Incremental Learning Techniques for Semantic SegmentationCode1
Grid Saliency for Context Explanations of Semantic SegmentationCode1
BSUV-Net: A Fully-Convolutional Neural Network for Background Subtraction of Unseen VideosCode1
Overfitting of neural nets under class imbalance: Analysis and improvements for segmentationCode1
Segmenting Objects in Day and Night:Edge-Conditioned CNN for Thermal Image Semantic SegmentationCode1
Uncertainty-aware Self-ensembling Model for Semi-supervised 3D Left Atrium SegmentationCode1
Separable Convolutional LSTMs for Faster Video SegmentationCode1
Vector Quantized Bayesian Neural Network Inference for Data StreamsCode1
Deep Active Learning for Axon-Myelin Segmentation on Histology DataCode1
Spectral Clustering with Graph Neural Networks for Graph PoolingCode1
Instance Segmentation by Jointly Optimizing Spatial Embeddings and Clustering BandwidthCode1
Unsupervised Learning of Object Keypoints for Perception and ControlCode1
SEN12MS -- A Curated Dataset of Georeferenced Multi-Spectral Sentinel-1/2 Imagery for Deep Learning and Data FusionCode1
MMDetection: Open MMLab Detection Toolbox and BenchmarkCode1
Mask Based Unsupervised Content TransferCode1
A Partially Reversible U-Net for Memory-Efficient Volumetric Image SegmentationCode1
Topology-Preserving Deep Image SegmentationCode1
Data-Free Quantization Through Weight Equalization and Bias CorrectionCode1
`Project & Excite' Modules for Segmentation of Volumetric Medical ScansCode1
PHiSeg: Capturing Uncertainty in Medical Image SegmentationCode1
Risky Action Recognition in Lane Change Video Clips using Deep Spatiotemporal Networks with Segmentation Mask TransferCode1
Semi-supervised semantic segmentation needs strong, varied perturbationsCode1
Learning Object Bounding Boxes for 3D Instance Segmentation on Point CloudsCode1
Zero-Shot Semantic SegmentationCode1
A Hierarchical Probabilistic U-Net for Modeling Multi-Scale AmbiguitiesCode1
iSAID: A Large-scale Dataset for Instance Segmentation in Aerial ImagesCode1
CutMix: Regularization Strategy to Train Strong Classifiers with Localizable FeaturesCode1
Simultaneous Object Detection and Semantic SegmentationCode1
Searching for MobileNetV3Code1
Image Recoloring Based on Object Color DistributionsCode1
Semantic Segmentation of Video Sequences with Convolutional LSTMsCode1
Precise Synthetic Image and LiDAR (PreSIL) Dataset for Autonomous Vehicle PerceptionCode1
Representation Similarity Analysis for Efficient Task taxonomy & Transfer LearningCode1
Bidirectional Learning for Domain Adaptation of Semantic SegmentationCode1
An Energy and GPU-Computation Efficient Backbone Network for Real-Time Object DetectionCode1
KPConv: Flexible and Deformable Convolution for Point CloudsCode1
Weakly Supervised Learning of Instance Segmentation with Inter-pixel RelationsCode1
High-Resolution Representations for Labeling Pixels and RegionsCode1
Mumford-Shah Loss Functional for Image Segmentation with Deep LearningCode1
Template-Based Automatic Search of Compact Semantic Segmentation ArchitecturesCode1
YOLACT: Real-time Instance SegmentationCode1
GFF: Gated Fully Fusion for Semantic SegmentationCode1
FCOS: Fully Convolutional One-Stage Object DetectionCode1
Video Object Segmentation using Space-Time Memory NetworksCode1
Variational Adversarial Active LearningCode1
In Defense of Pre-trained ImageNet Architectures for Real-time Semantic Segmentation of Road-driving ImagesCode1
Augmentation for small object detectionCode1
Gauge Equivariant Convolutional Networks and the Icosahedral CNNCode1
'Squeeze & Excite' Guided Few-Shot Segmentation of Volumetric ImagesCode1
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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