SOTAVerified

Semantic Segmentation

Papers

Showing 26512700 of 14763 papers

TitleStatusHype
TVConv: Efficient Translation Variant Convolution for Layout-aware Visual ProcessingCode1
ESS: Learning Event-based Semantic Segmentation from Still ImagesCode1
Class-Balanced Pixel-Level Self-Labeling for Domain Adaptive Semantic SegmentationCode1
Local-Global Context Aware Transformer for Language-Guided Video SegmentationCode1
Unbiased Subclass Regularization for Semi-Supervised Semantic SegmentationCode1
DATA: Domain-Aware and Task-Aware Self-supervised LearningCode1
Regional Semantic Contrast and Aggregation for Weakly Supervised Semantic SegmentationCode1
TO-Scene: A Large-scale Dataset for Understanding 3D Tabletop ScenesCode1
PanoFormer: Panorama Transformer for Indoor 360 Depth EstimationCode1
3D-UCaps: 3D Capsules Unet for Volumetric Image SegmentationCode1
Graph Flow: Cross-layer Graph Flow Distillation for Dual Efficient Medical Image SegmentationCode1
Point-Unet: A Context-aware Point-based Neural Network for Volumetric SegmentationCode1
Data Efficient 3D Learner via Knowledge Transferred from 2D ModelCode1
Deep learning for radar data exploitation of autonomous vehicleCode1
Smoothing Matters: Momentum Transformer for Domain Adaptive Semantic SegmentationCode1
SATS: Self-Attention Transfer for Continual Semantic SegmentationCode1
TransCAM: Transformer Attention-based CAM Refinement for Weakly Supervised Semantic SegmentationCode1
Implicit Motion Handling for Video Camouflaged Object DetectionCode1
CAR: Class-aware Regularizations for Semantic SegmentationCode1
Active Token MixerCode1
ROOD-MRI: Benchmarking the robustness of deep learning segmentation models to out-of-distribution and corrupted data in MRICode1
Hyperbolic Image SegmentationCode1
Representation Compensation Networks for Continual Semantic SegmentationCode1
Contrastive Boundary Learning for Point Cloud SegmentationCode1
On-the-Fly Test-time Adaptation for Medical Image SegmentationCode1
Temporal Context for Robust Maritime Obstacle DetectionCode1
PHTrans: Parallelly Aggregating Global and Local Representations for Medical Image SegmentationCode1
NaviAirway: a Bronchiole-sensitive Deep Learning-based Airway Segmentation PipelineCode1
End-to-End Semi-Supervised Learning for Video Action DetectionCode1
RankSeg: Adaptive Pixel Classification with Image Category Ranking for SegmentationCode1
Semantic Segmentation in Art PaintingsCode1
Stepwise Feature Fusion: Local Guides GlobalCode1
Self-supervised Image-specific Prototype Exploration for Weakly Supervised Semantic SegmentationCode1
Multi-class Token Transformer for Weakly Supervised Semantic SegmentationCode1
Adversarial Dual-Student with Differentiable Spatial Warping for Semi-Supervised Semantic SegmentationCode1
Curriculum-style Local-to-global Adaptation for Cross-domain Remote Sensing Image SegmentationCode1
Instance Segmentation for Autonomous Log Grasping in Forestry OperationsCode1
CycleMix: A Holistic Strategy for Medical Image Segmentation from Scribble SupervisionCode1
HOI4D: A 4D Egocentric Dataset for Category-Level Human-Object InteractionCode1
Anomaly Detection-Inspired Few-Shot Medical Image Segmentation Through Self-Supervision With SupervoxelsCode1
Bending Reality: Distortion-aware Transformers for Adapting to Panoramic Semantic SegmentationCode1
Exploring Smoothness and Class-Separation for Semi-supervised Medical Image SegmentationCode1
A Unified Query-based Paradigm for Point Cloud UnderstandingCode1
Contextual Attention Network: Transformer Meets U-NetCode1
MUAD: Multiple Uncertainties for Autonomous Driving, a benchmark for multiple uncertainty types and tasksCode1
Class Re-Activation Maps for Weakly-Supervised Semantic SegmentationCode1
An attention-based U-Net for detecting deforestation within satellite sensor imageryCode1
DropIT: Dropping Intermediate Tensors for Memory-Efficient DNN TrainingCode1
One Model is All You Need: Multi-Task Learning Enables Simultaneous Histology Image Segmentation and ClassificationCode1
FedDrive: Generalizing Federated Learning to Semantic Segmentation in Autonomous DrivingCode1
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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
4InternImage-HValidation mIoU62.9Unverified
5M3I Pre-training (InternImage-H)Validation 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