SOTAVerified

Semantic Segmentation

Papers

Showing 97269750 of 14763 papers

TitleStatusHype
On the calibration of underrepresented classes in LiDAR-based semantic segmentation0
On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent0
On the cost of homogeneous network building blocks and parameter sharing0
On the dice loss gradient and the ways to mimic it0
On the effectiveness of Rotation-Equivariance in U-Net: A Benchmark for Image Segmentation0
On the Effect of Image Resolution on Semantic Segmentation0
On the Effect of Inter-observer Variability for a Reliable Estimation of Uncertainty of Medical Image Segmentation0
On the Effect of Pre-Processing and Model Complexity for Plastic Analysis Using Short-Wave-Infrared Hyper-Spectral Imaging0
On the Efficacy of Multi-scale Data Samplers for Vision Applications0
On the Feasibility and Generality of Patch-based Adversarial Attacks on Semantic Segmentation Problems0
On-the-fly Point Feature Representation for Point Clouds Analysis0
On the generalization capabilities of FSL methods through domain adaptation: a case study in endoscopic kidney stone image classification0
On the Impact of Lossy Image and Video Compression on the Performance of Deep Convolutional Neural Network Architectures0
On the Importance of Label Quality for Semantic Segmentation0
On the Importance of Visual Context for Data Augmentation in Scene Understanding0
On the Influence of Shape, Texture and Color for Learning Semantic Segmentation0
On the Matrix-Free Generation of Adversarial Perturbations for Black-Box Attacks0
On the Out of Distribution Robustness of Foundation Models in Medical Image Segmentation0
On the Pareto Efficiency of Quantized CNN0
On the Real-Time Semantic Segmentation of Aphid Clusters in the Wild0
On the Robustness of Human Pose Estimation0
On the robustness of self-supervised representations for multi-view object classification0
On the status of current quantum machine learning software0
On The Usage Of Average Hausdorff Distance For Segmentation Performance Assessment: Hidden Bias When Used For Ranking0
OOD-SEG: Out-Of-Distribution detection for image SEGmentation with sparse multi-class positive-only annotations0
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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