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Datasets/VA (Virtual Apartment)

VA (Virtual Apartment)

RGB-DStereoIntroduced 2021-12-04

A synthetic depth estimation dataset for benchmark rendered from a high-quality CAD indoor environment

  • About 3.5K RGBD pairs with left-right stereo
  • Challenging viewing direction
  • Challenging different light condition

Benchmarks

3D/Root mean square error (RMSE)3D/Log root mean square error (RMSE_log)3D/Mean average error (MAE) 3D/Absolute relative error (AbsRel)Depth Estimation/Root mean square error (RMSE)Depth Estimation/Log root mean square error (RMSE_log)Depth Estimation/Mean average error (MAE) Depth Estimation/Absolute relative error (AbsRel)

Related Benchmarks

VADD/Anomaly Detection/ROC AUCVADD/Video/ROC AUCVADD/Video Understanding/ROC AUCVALSE/Multimodal Deep Learning/Average AccuracyVALSE/Multimodal Deep Learning/average pairwise accuracyVALSE/Multimodal Text and Image Classification/Average AccuracyVALSE/Multimodal Text and Image Classification/average pairwise accuracyVALSE actant swap/Multimodal Deep Learning/Accuracy (%)VALSE actant swap/Multimodal Deep Learning/pairwise accuracyVALSE actant swap/Multimodal Text and Image Classification/Accuracy (%)VALSE actant swap/Multimodal Text and Image Classification/pairwise accuracyVALSE action replacement/Multimodal Deep Learning/Accuracy (%)VALSE action replacement/Multimodal Deep Learning/pairwise accuracyVALSE action replacement/Multimodal Text and Image Classification/Accuracy (%)VALSE action replacement/Multimodal Text and Image Classification/pairwise accuracyVALSE coreference clean/Multimodal Deep Learning/Accuracy (%)VALSE coreference clean/Multimodal Deep Learning/pairwise accuracyVALSE coreference clean/Multimodal Text and Image Classification/Accuracy (%)VALSE coreference clean/Multimodal Text and Image Classification/pairwise accuracyVALSE coreference standard/Multimodal Deep Learning/Accuracy (%)VALSE coreference standard/Multimodal Deep Learning/pairwise accuracyVALSE coreference standard/Multimodal Text and Image Classification/Accuracy (%)VALSE coreference standard/Multimodal Text and Image Classification/pairwise accuracyVALSE counting adversarial/Multimodal Deep Learning/Accuracy (%)VALSE counting adversarial/Multimodal Deep Learning/pairwise accuracyVALSE counting adversarial/Multimodal Text and Image Classification/Accuracy (%)VALSE counting adversarial/Multimodal Text and Image Classification/pairwise accuracyVALSE counting balanced/Multimodal Deep Learning/Accuracy (%)VALSE counting balanced/Multimodal Deep Learning/pairwise accuracyVALSE counting balanced/Multimodal Text and Image Classification/Accuracy (%)VALSE counting balanced/Multimodal Text and Image Classification/pairwise accuracyVALSE counting small numbers/Multimodal Deep Learning/Accuracy (%)VALSE counting small numbers/Multimodal Deep Learning/pairwise accuracyVALSE counting small numbers/Multimodal Text and Image Classification/Accuracy (%)VALSE counting small numbers/Multimodal Text and Image Classification/pairwise accuracyVALSE existence/Multimodal Deep Learning/Accuracy (%)VALSE existence/Multimodal Deep Learning/pairwise accuracyVALSE existence/Multimodal Text and Image Classification/Accuracy (%)VALSE existence/Multimodal Text and Image Classification/pairwise accuracyVALSE foil-it (noun phrases)/Multimodal Deep Learning/Accuracy (%)VALSE foil-it (noun phrases)/Multimodal Deep Learning/pairwise accuracyVALSE foil-it (noun phrases)/Multimodal Text and Image Classification/Accuracy (%)VALSE foil-it (noun phrases)/Multimodal Text and Image Classification/pairwise accuracyVALSE plurality/Multimodal Deep Learning/Accuracy (%)VALSE plurality/Multimodal Deep Learning/pairwise accuracyVALSE plurality/Multimodal Text and Image Classification/Accuracy (%)VALSE plurality/Multimodal Text and Image Classification/pairwise accuracyVALSE spatial relations/Multimodal Deep Learning/Accuracy (%)VALSE spatial relations/Multimodal Deep Learning/pairwise accuracyVALSE spatial relations/Multimodal Text and Image Classification/Accuracy (%)VALSE spatial relations/Multimodal Text and Image Classification/pairwise accuracyVASR/Visual Reasoning/1:1 AccuracyVAST/Stance Detection/F1VATEX/Video/text-to-video MeanRVATEX/Video/text-to-video MedianRVATEX/Video/text-to-video R@1VATEX/Video/text-to-video R@10VATEX/Video/text-to-video R@5VATEX/Video/text-to-video R@50VATEX/Video/video-to-text R@1VATEX/Video/video-to-text R@10VATEX/Video Captioning/BLEU-4VATEX/Video Captioning/CIDErVATEX/Video Captioning/METEORVATEX/Video Captioning/ROUGE-LVATEX/Video Retrieval/text-to-video MeanRVATEX/Video Retrieval/text-to-video MedianRVATEX/Video Retrieval/text-to-video R@1VATEX/Video Retrieval/text-to-video R@10VATEX/Video Retrieval/text-to-video R@5VATEX/Video Retrieval/text-to-video R@50VATEX/Video Retrieval/video-to-text R@1VATEX/Video Retrieval/video-to-text R@10VATEX/Zero-Shot Video Retrieval/text-to-video R@1VATEX/Zero-Shot Video Retrieval/text-to-video R@10VATEX/Zero-Shot Video Retrieval/text-to-video R@5VATEX/Zero-Shot Video Retrieval/video-to-text R@1VATEX/Zero-Shot Video Retrieval/video-to-text R@10VATEX/Zero-Shot Video Retrieval/video-to-text R@5VATEX Adverbs/Video/Acc-AVATEX Adverbs/Video/mAP MVATEX Adverbs/Video/mAP WVATEX Adverbs/Video Retrieval/Acc-AVATEX Adverbs/Video Retrieval/mAP MVATEX Adverbs/Video Retrieval/mAP WVATEX Adverbs/Video-Adverb Retrieval/Acc-AVATEX Adverbs/Video-Adverb Retrieval/mAP MVATEX Adverbs/Video-Adverb Retrieval/mAP WVaihingen/10-shot image generation/mIoUVaihingen/Semantic Segmentation/mIoUValNov Subtask A/Argument Mining/JOINT-F1ValNov Subtask A/Argument Mining/NOV-F1ValNov Subtask A/Argument Mining/VAL-F1ValNov Subtask A/Data Mining/JOINT-F1ValNov Subtask A/Data Mining/NOV-F1ValNov Subtask A/Data Mining/VAL-F1ValNov Subtask A/Interpretable Machine Learning/JOINT-F1ValNov Subtask A/Interpretable Machine Learning/NOV-F1ValNov Subtask A/Interpretable Machine Learning/VAL-F1ValNov Subtask A/ValNov/JOINT-F1ValNov Subtask A/ValNov/NOV-F1ValNov Subtask A/ValNov/VAL-F1ValNov Subtask B/Argument Mining/JOINT-F1ValNov Subtask B/Argument Mining/NOV-F1ValNov Subtask B/Argument Mining/VAL-F1ValNov Subtask B/Data Mining/JOINT-F1ValNov Subtask B/Data Mining/NOV-F1ValNov Subtask B/Data Mining/VAL-F1ValNov Subtask B/Interpretable Machine Learning/JOINT-F1ValNov Subtask B/Interpretable Machine Learning/NOV-F1ValNov Subtask B/Interpretable Machine Learning/VAL-F1ValNov Subtask B/ValNov/JOINT-F1ValNov Subtask B/ValNov/NOV-F1ValNov Subtask B/ValNov/VAL-F1Varying-view RGB-D Action-Skeleton/3D Action Recognition/Accuracy (AV I)Varying-view RGB-D Action-Skeleton/3D Action Recognition/Accuracy (AV II)Varying-view RGB-D Action-Skeleton/3D Action Recognition/Accuracy (CS)Varying-view RGB-D Action-Skeleton/3D Action Recognition/Accuracy (CV I)Varying-view RGB-D Action-Skeleton/3D Action Recognition/Accuracy (CV II)Varying-view RGB-D Action-Skeleton/Action Detection/Accuracy (AV I)Varying-view RGB-D Action-Skeleton/Action Detection/Accuracy (AV II)Varying-view RGB-D Action-Skeleton/Action Detection/Accuracy (CS)Varying-view RGB-D Action-Skeleton/Action Detection/Accuracy (CV I)Varying-view RGB-D Action-Skeleton/Action Detection/Accuracy (CV II)Varying-view RGB-D Action-Skeleton/Action Localization/Accuracy (AV I)Varying-view RGB-D Action-Skeleton/Action Localization/Accuracy (AV II)Varying-view RGB-D Action-Skeleton/Action Localization/Accuracy (CS)Varying-view RGB-D Action-Skeleton/Action Localization/Accuracy (CV I)Varying-view RGB-D Action-Skeleton/Action Localization/Accuracy (CV II)Varying-view RGB-D Action-Skeleton/Action Recognition/Accuracy (AV I)Varying-view RGB-D Action-Skeleton/Action Recognition/Accuracy (AV II)Varying-view RGB-D Action-Skeleton/Action Recognition/Accuracy (CS)Varying-view RGB-D Action-Skeleton/Action Recognition/Accuracy (CV I)Varying-view RGB-D Action-Skeleton/Action Recognition/Accuracy (CV II)Varying-view RGB-D Action-Skeleton/Activity Recognition/Accuracy (AV I)Varying-view RGB-D Action-Skeleton/Activity Recognition/Accuracy (AV II)Varying-view RGB-D Action-Skeleton/Activity Recognition/Accuracy (CS)Varying-view RGB-D Action-Skeleton/Activity Recognition/Accuracy (CV I)Varying-view RGB-D Action-Skeleton/Activity Recognition/Accuracy (CV II)Varying-view RGB-D Action-Skeleton/Temporal Action Localization/Accuracy (AV I)Varying-view RGB-D Action-Skeleton/Temporal Action Localization/Accuracy (AV II)Varying-view RGB-D Action-Skeleton/Temporal Action Localization/Accuracy (CS)Varying-view RGB-D Action-Skeleton/Temporal Action Localization/Accuracy (CV I)Varying-view RGB-D Action-Skeleton/Temporal Action Localization/Accuracy (CV II)Varying-view RGB-D Action-Skeleton/Video/Accuracy (AV I)Varying-view RGB-D Action-Skeleton/Video/Accuracy (AV II)Varying-view RGB-D Action-Skeleton/Video/Accuracy (CS)Varying-view RGB-D Action-Skeleton/Video/Accuracy (CV I)Varying-view RGB-D Action-Skeleton/Video/Accuracy (CV II)Varying-view RGB-D Action-Skeleton/Zero-Shot Learning/Accuracy (AV I)Varying-view RGB-D Action-Skeleton/Zero-Shot Learning/Accuracy (AV II)Varying-view RGB-D Action-Skeleton/Zero-Shot Learning/Accuracy (CS)Varying-view RGB-D Action-Skeleton/Zero-Shot Learning/Accuracy (CV I)Varying-view RGB-D Action-Skeleton/Zero-Shot Learning/Accuracy (CV II)vangogh2photo/1 Image, 2*2 Stitching/Frechet Inception Distancevangogh2photo/1 Image, 2*2 Stitching/Kernel Inception Distancevangogh2photo/1 Image, 2*2 Stitching/Number of Paramsvangogh2photo/Image Generation/Frechet Inception Distancevangogh2photo/Image Generation/Kernel Inception Distancevangogh2photo/Image Generation/Number of Paramsvangogh2photo/Image-to-Image Translation/Frechet Inception Distancevangogh2photo/Image-to-Image Translation/Kernel Inception Distancevangogh2photo/Image-to-Image Translation/Number of Params

Statistics

Papers
3
Benchmarks
8

Links

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Tasks

3DDepth EstimationMonocular Depth Estimation