task_path stringlengths 3 199 ⌀ | dataset stringlengths 1 128 ⌀ | model_name stringlengths 1 223 ⌀ | paper_url stringlengths 21 601 ⌀ | metric_name stringlengths 1 50 ⌀ | metric_value stringlengths 1 9.22k ⌀ |
|---|---|---|---|---|---|
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | DC-Swin | https://arxiv.org/abs/2104.12137v6 | Average F1 | 90.7 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | UNetFormer | https://arxiv.org/abs/2109.08937v4 | Overall Accuracy | 91.0 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | UNetFormer | https://arxiv.org/abs/2109.08937v4 | Average F1 | 90.4 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | UNetFormer | https://arxiv.org/abs/2109.08937v4 | Category mIoU | 82.7 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | MANet | https://ieeexplore.ieee.org/abstract/document/9487010 | Overall Accuracy | 90.963 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | ABCNet | https://arxiv.org/abs/2102.02531v1 | Overall Accuracy | 90.7 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | BANet | https://arxiv.org/abs/2106.12413v2 | Overall Accuracy | 90.5 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | UPerNet (SAP) | https://arxiv.org/abs/2409.16630v1 | Overall Accuracy | 90.14 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | UPerNet (SAP) | https://arxiv.org/abs/2409.16630v1 | Category mIoU | 73.27 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | D2LS | https://arxiv.org/abs/2503.06683v1 | Average F1 | 91.9 |
10-shot image generation > Semantic Segmentation | ISPRS Vaihingen | SFA-Net | https://www.mdpi.com/2072-4292/16/17/3278 | Average F1 | 91.2 |
10-shot image generation > Semantic Segmentation | RUGD | GA-Nav | https://arxiv.org/abs/2103.04233v5 | mIoU | 89.08 |
10-shot image generation > Semantic Segmentation | RUGD | GA-Nav | https://arxiv.org/abs/2103.04233v5 | AIOU | 95.66 |
10-shot image generation > Semantic Segmentation | S3DIS | Sonata + PTv3 | https://arxiv.org/abs/2503.16429v1 | Mean IoU | 82.3 |
10-shot image generation > Semantic Segmentation | S3DIS | Sonata + PTv3 | https://arxiv.org/abs/2503.16429v1 | mAcc | 89.9 |
10-shot image generation > Semantic Segmentation | S3DIS | Sonata + PTv3 | https://arxiv.org/abs/2503.16429v1 | oAcc | 93.3 |
10-shot image generation > Semantic Segmentation | S3DIS | Sonata + PTv3 | https://arxiv.org/abs/2503.16429v1 | Number of params | 128M |
10-shot image generation > Semantic Segmentation | S3DIS | PTv3 + PPT | https://arxiv.org/abs/2312.10035v2 | Mean IoU | 80.8 |
10-shot image generation > Semantic Segmentation | S3DIS | PTv3 + PPT | https://arxiv.org/abs/2312.10035v2 | mAcc | 87.7 |
10-shot image generation > Semantic Segmentation | S3DIS | PTv3 + PPT | https://arxiv.org/abs/2312.10035v2 | oAcc | 92.6 |
10-shot image generation > Semantic Segmentation | S3DIS | PTv3 + PPT | https://arxiv.org/abs/2312.10035v2 | Number of params | 24.1M |
10-shot image generation > Semantic Segmentation | S3DIS | PonderV2 + SparseUNet | https://arxiv.org/abs/2310.08586v3 | Mean IoU | 79.9 |
10-shot image generation > Semantic Segmentation | S3DIS | PonderV2 + SparseUNet | https://arxiv.org/abs/2310.08586v3 | mAcc | 86.5 |
10-shot image generation > Semantic Segmentation | S3DIS | PonderV2 + SparseUNet | https://arxiv.org/abs/2310.08586v3 | oAcc | 92.5 |
10-shot image generation > Semantic Segmentation | S3DIS | Swin3D-L | https://arxiv.org/abs/2304.06906v3 | Mean IoU | 79.8 |
10-shot image generation > Semantic Segmentation | S3DIS | Swin3D-L | https://arxiv.org/abs/2304.06906v3 | mAcc | 88.0 |
10-shot image generation > Semantic Segmentation | S3DIS | Swin3D-L | https://arxiv.org/abs/2304.06906v3 | oAcc | 92.4 |
10-shot image generation > Semantic Segmentation | S3DIS | Swin3D-L | https://arxiv.org/abs/2304.06906v3 | Number of params | null |
10-shot image generation > Semantic Segmentation | S3DIS | PointVector-XL | https://arxiv.org/abs/2205.10528v3 | Mean IoU | 78.4 |
10-shot image generation > Semantic Segmentation | S3DIS | PointVector-XL | https://arxiv.org/abs/2205.10528v3 | mAcc | 86.1 |
10-shot image generation > Semantic Segmentation | S3DIS | PointVector-XL | https://arxiv.org/abs/2205.10528v3 | oAcc | 91.9 |
10-shot image generation > Semantic Segmentation | S3DIS | PointVector-XL | https://arxiv.org/abs/2205.10528v3 | Params (M) | 24.1 |
10-shot image generation > Semantic Segmentation | S3DIS | PPT + SparseUNet | https://arxiv.org/abs/2308.09718v2 | Mean IoU | 78.1 |
10-shot image generation > Semantic Segmentation | S3DIS | PPT + SparseUNet | https://arxiv.org/abs/2308.09718v2 | mAcc | 85.4 |
10-shot image generation > Semantic Segmentation | S3DIS | PPT + SparseUNet | https://arxiv.org/abs/2308.09718v2 | oAcc | 92.2 |
10-shot image generation > Semantic Segmentation | S3DIS | PPT + SparseUNet | https://arxiv.org/abs/2308.09718v2 | Number of params | null |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+StratifiedTransformer | https://arxiv.org/abs/2212.02287v1 | Mean IoU | 77.6 |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+StratifiedTransformer | https://arxiv.org/abs/2212.02287v1 | mAcc | 85.8 |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+StratifiedTransformer | https://arxiv.org/abs/2212.02287v1 | oAcc | 91.7 |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+StratifiedTransformer | https://arxiv.org/abs/2212.02287v1 | Number of params | 8.2M |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+StratifiedTransformer | https://arxiv.org/abs/2212.02287v1 | Params (M) | 8.2 |
10-shot image generation > Semantic Segmentation | S3DIS | EQ-Net | https://arxiv.org/abs/2203.01252v3 | Mean IoU | 77.5 |
10-shot image generation > Semantic Segmentation | S3DIS | EQ-Net | https://arxiv.org/abs/2203.01252v3 | Number of params | null |
10-shot image generation > Semantic Segmentation | S3DIS | PointMetaBase-XXL | https://arxiv.org/abs/2211.14462v2 | Mean IoU | 77.0 |
10-shot image generation > Semantic Segmentation | S3DIS | PointMetaBase-XXL | https://arxiv.org/abs/2211.14462v2 | oAcc | 91.3 |
10-shot image generation > Semantic Segmentation | S3DIS | PointMetaBase-XXL | https://arxiv.org/abs/2211.14462v2 | FLOPs | 11.0G |
10-shot image generation > Semantic Segmentation | S3DIS | PointMetaBase-XXL | https://arxiv.org/abs/2211.14462v2 | Number of params | 19.7M |
10-shot image generation > Semantic Segmentation | S3DIS | PointMetaBase-XXL | https://arxiv.org/abs/2211.14462v2 | Params (M) | 19.7 |
10-shot image generation > Semantic Segmentation | S3DIS | Superpoint Transformer | https://arxiv.org/abs/2306.08045v2 | mIoU | 76.0 |
10-shot image generation > Semantic Segmentation | S3DIS | Superpoint Transformer | https://arxiv.org/abs/2306.08045v2 | Mean IoU | 76.0 |
10-shot image generation > Semantic Segmentation | S3DIS | Superpoint Transformer | https://arxiv.org/abs/2306.08045v2 | mAcc | 85.8 |
10-shot image generation > Semantic Segmentation | S3DIS | Superpoint Transformer | https://arxiv.org/abs/2306.08045v2 | oAcc | 90.4 |
10-shot image generation > Semantic Segmentation | S3DIS | Superpoint Transformer | https://arxiv.org/abs/2306.08045v2 | Number of params | 0.212M |
10-shot image generation > Semantic Segmentation | S3DIS | Superpoint Transformer | https://arxiv.org/abs/2306.08045v2 | Params (M) | 0.212 |
10-shot image generation > Semantic Segmentation | S3DIS | SuperCluster | https://arxiv.org/abs/2401.06704v2 | Mean IoU | 75.3 |
10-shot image generation > Semantic Segmentation | S3DIS | SuperCluster | https://arxiv.org/abs/2401.06704v2 | Number of params | 0.21M |
10-shot image generation > Semantic Segmentation | S3DIS | SuperCluster | https://arxiv.org/abs/2401.06704v2 | Params (M) | 0.21 |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-XL | https://arxiv.org/abs/2206.04670v2 | Mean IoU | 74.9 |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-XL | https://arxiv.org/abs/2206.04670v2 | mAcc | 83.0 |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-XL | https://arxiv.org/abs/2206.04670v2 | oAcc | 90.3 |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-XL | https://arxiv.org/abs/2206.04670v2 | FLOPs | 84.8G |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-XL | https://arxiv.org/abs/2206.04670v2 | Number of params | 41.6M |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-XL | https://arxiv.org/abs/2206.04670v2 | Params (M) | 41.6 |
10-shot image generation > Semantic Segmentation | S3DIS | DeepViewAgg | https://arxiv.org/abs/2204.07548v2 | Mean IoU | 74.7 |
10-shot image generation > Semantic Segmentation | S3DIS | DeepViewAgg | https://arxiv.org/abs/2204.07548v2 | mAcc | 83.8 |
10-shot image generation > Semantic Segmentation | S3DIS | DeepViewAgg | https://arxiv.org/abs/2204.07548v2 | oAcc | 90.1 |
10-shot image generation > Semantic Segmentation | S3DIS | DeepViewAgg | https://arxiv.org/abs/2204.07548v2 | Number of params | 41.2M |
10-shot image generation > Semantic Segmentation | S3DIS | DeepViewAgg | https://arxiv.org/abs/2204.07548v2 | Params (M) | 41.2 |
10-shot image generation > Semantic Segmentation | S3DIS | RepSurf-U | https://arxiv.org/abs/2205.05740v2 | Mean IoU | 74.3 |
10-shot image generation > Semantic Segmentation | S3DIS | RepSurf-U | https://arxiv.org/abs/2205.05740v2 | mAcc | 82.6 |
10-shot image generation > Semantic Segmentation | S3DIS | RepSurf-U | https://arxiv.org/abs/2205.05740v2 | oAcc | 90.8 |
10-shot image generation > Semantic Segmentation | S3DIS | RepSurf-U | https://arxiv.org/abs/2205.05740v2 | FLOPs | 1.04G |
10-shot image generation > Semantic Segmentation | S3DIS | RepSurf-U | https://arxiv.org/abs/2205.05740v2 | Number of params | 0.97M |
10-shot image generation > Semantic Segmentation | S3DIS | RepSurf-U | https://arxiv.org/abs/2205.05740v2 | Params (M) | 0.97 |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+PointTransformer | https://arxiv.org/abs/2212.02287v1 | Mean IoU | 74.1 |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+PointTransformer | https://arxiv.org/abs/2212.02287v1 | mAcc | 82.5 |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+PointTransformer | https://arxiv.org/abs/2212.02287v1 | oAcc | 90.2 |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+PointTransformer | https://arxiv.org/abs/2212.02287v1 | Number of params | 8.0M |
10-shot image generation > Semantic Segmentation | S3DIS | WindowNorm+PointTransformer | https://arxiv.org/abs/2212.02287v1 | Params (M) | 8 |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-L | https://arxiv.org/abs/2206.04670v2 | Mean IoU | 73.9 |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-L | https://arxiv.org/abs/2206.04670v2 | mAcc | 82.2 |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-L | https://arxiv.org/abs/2206.04670v2 | oAcc | 89.9 |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-L | https://arxiv.org/abs/2206.04670v2 | FLOPs | 15.2G |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-L | https://arxiv.org/abs/2206.04670v2 | Number of params | 7.1M |
10-shot image generation > Semantic Segmentation | S3DIS | PointNeXt-L | https://arxiv.org/abs/2206.04670v2 | Params (M) | 7.1 |
10-shot image generation > Semantic Segmentation | S3DIS | PointTransformer | https://arxiv.org/abs/2012.09164v2 | Mean IoU | 73.5 |
10-shot image generation > Semantic Segmentation | S3DIS | PointTransformer | https://arxiv.org/abs/2012.09164v2 | mAcc | 81.9 |
10-shot image generation > Semantic Segmentation | S3DIS | PointTransformer | https://arxiv.org/abs/2012.09164v2 | oAcc | 90.2 |
10-shot image generation > Semantic Segmentation | S3DIS | PointTransformer | https://arxiv.org/abs/2012.09164v2 | Number of params | 7.8M |
10-shot image generation > Semantic Segmentation | S3DIS | PointTransformer | https://arxiv.org/abs/2012.09164v2 | Params (M) | 7.8 |
10-shot image generation > Semantic Segmentation | S3DIS | CBL | https://arxiv.org/abs/2203.05272v2 | Mean IoU | 73.1 |
10-shot image generation > Semantic Segmentation | S3DIS | CBL | https://arxiv.org/abs/2203.05272v2 | mAcc | 79.4 |
10-shot image generation > Semantic Segmentation | S3DIS | CBL | https://arxiv.org/abs/2203.05272v2 | oAcc | 89.6 |
10-shot image generation > Semantic Segmentation | S3DIS | CBL | https://arxiv.org/abs/2203.05272v2 | Number of params | null |
10-shot image generation > Semantic Segmentation | S3DIS | BAAF-Net | https://arxiv.org/abs/2103.07074v2 | Mean IoU | 72.2 |
10-shot image generation > Semantic Segmentation | S3DIS | BAAF-Net | https://arxiv.org/abs/2103.07074v2 | mAcc | 83.1 |
10-shot image generation > Semantic Segmentation | S3DIS | BAAF-Net | https://arxiv.org/abs/2103.07074v2 | oAcc | 88.9 |
10-shot image generation > Semantic Segmentation | S3DIS | BAAF-Net | https://arxiv.org/abs/2103.07074v2 | Number of params | null |
10-shot image generation > Semantic Segmentation | S3DIS | SCF-Net | http://openaccess.thecvf.com//content/CVPR2021/html/Fan_SCF-Net_Learning_Spatial_Contextual_Features_for_Large-Scale_Point_Cloud_Segmentation_CVPR_2021_paper.html | Mean IoU | 71.6 |
10-shot image generation > Semantic Segmentation | S3DIS | SCF-Net | http://openaccess.thecvf.com//content/CVPR2021/html/Fan_SCF-Net_Learning_Spatial_Contextual_Features_for_Large-Scale_Point_Cloud_Segmentation_CVPR_2021_paper.html | mAcc | 82.7 |
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