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What metrics were used to measure the ConvLSTM model in the Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting paper on the KTH dataset?
FVD, SSIM, PSNR, LPIPS, Cond, Train, Pred, Params (M), MSE, Diversity
What metrics were used to measure the DVG model in the Diverse Video Generation using a Gaussian Process Trigger paper on the KTH dataset?
FVD, SSIM, PSNR, LPIPS, Cond, Train, Pred, Params (M), MSE, Diversity
What metrics were used to measure the MCnet [villegas2017mcnet] model in the Temporal View Synthesis of Dynamic Scenes through 3D Object Motion Estimation with Multi-Plane Images paper on the MPI Sintel dataset?
LPIPS, PSNR, SSIM, ST-RRED
What metrics were used to measure the DMVFN model in the A Dynamic Multi-Scale Voxel Flow Network for Video Prediction paper on the DAVIS 2017 dataset?
LPIPS, MS-SSIM
What metrics were used to measure the DVF model in the Video Frame Synthesis using Deep Voxel Flow paper on the DAVIS 2017 dataset?
LPIPS, MS-SSIM
What metrics were used to measure the MAGVIT-v2 model in the Language Model Beats Diffusion -- Tokenizer is Key to Visual Generation paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the MAGVIT (-L-FP) model in the MAGVIT: Masked Generative Video Transformer paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the RIN (1000 steps) model in the Scalable Adaptive Computation for Iterative Generation paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the RIN (400 steps) model in the Scalable Adaptive Computation for Iterative Generation paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the RaMViD model in the Diffusion Models for Video Prediction and Infilling paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the MAGVIT (-B-FP) model in the MAGVIT: Masked Generative Video Transformer paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the TriVD-GAN-FP model in the Transformation-based Adversarial Video Prediction on Large-Scale Data paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the CCVS model in the CCVS: Context-aware Controllable Video Synthesis paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the Video VQ-VAE FVD model in the Predicting Video with VQVAE paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the DVD-GAN-FP model in the Adversarial Video Generation on Complex Datasets paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the Video Transformer model in the Scaling Autoregressive Video Models paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the LVT model in the Latent Video Transformer paper on the Kinetics-600 12 frames, 64x64 dataset?
FVD, IS, Cond, Pred
What metrics were used to measure the GHVAEs model in the Greedy Hierarchical Variational Autoencoders for Large-Scale Video Prediction paper on the Cityscapes 128x128 dataset?
FVD, SSIM, PSNR, LPIPS, Cond., Train, Pred
What metrics were used to measure the Hier-VRNN model in the Improved Conditional VRNNs for Video Prediction paper on the Cityscapes 128x128 dataset?
FVD, SSIM, PSNR, LPIPS, Cond., Train, Pred
What metrics were used to measure the SVG (from Hier-VRNN) model in the Stochastic Video Generation with a Learned Prior paper on the Cityscapes 128x128 dataset?
FVD, SSIM, PSNR, LPIPS, Cond., Train, Pred
What metrics were used to measure the SLAMP model in the SLAMP: Stochastic Latent Appearance and Motion Prediction paper on the Cityscapes 128x128 dataset?
FVD, SSIM, PSNR, LPIPS, Cond., Train, Pred
What metrics were used to measure the SRVP model in the Stochastic Latent Residual Video Prediction paper on the Cityscapes 128x128 dataset?
FVD, SSIM, PSNR, LPIPS, Cond., Train, Pred
What metrics were used to measure the ODE2VAE-KL model in the ODE$^2$VAE: Deep generative second order ODEs with Bayesian neural networks paper on the CMU Mocap-1 dataset?
Test Error
What metrics were used to measure the ODE2VAE model in the ODE$^2$VAE: Deep generative second order ODEs with Bayesian neural networks paper on the CMU Mocap-1 dataset?
Test Error
What metrics were used to measure the DMVFN model in the A Dynamic Multi-Scale Voxel Flow Network for Video Prediction paper on the Cityscapes dataset?
LPIPS, MS-SSIM
What metrics were used to measure the FVS model in the Future Video Synthesis with Object Motion Prediction paper on the Cityscapes dataset?
LPIPS, MS-SSIM
What metrics were used to measure the DVF model in the Video Frame Synthesis using Deep Voxel Flow paper on the Cityscapes dataset?
LPIPS, MS-SSIM
What metrics were used to measure the DMVFN model in the A Dynamic Multi-Scale Voxel Flow Network for Video Prediction paper on the KITTI dataset?
LPIPS, MS-SSIM
What metrics were used to measure the FVS model in the Future Video Synthesis with Object Motion Prediction paper on the KITTI dataset?
LPIPS, MS-SSIM
What metrics were used to measure the DVF model in the Video Frame Synthesis using Deep Voxel Flow paper on the KITTI dataset?
LPIPS, MS-SSIM
What metrics were used to measure the SimVP+gSTA-Sx10 model in the SimVP: Towards Simple yet Powerful Spatiotemporal Predictive Learning paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the IAM4VPx5 model in the Implicit Stacked Autoregressive Model for Video Prediction paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the MogaNet (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the VAN (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the HorNet (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the ConvNeXt (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the SwinLSTM model in the SwinLSTM:Improving Spatiotemporal Prediction Accuracy using Swin Transformer and LSTM paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the Uniformer (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the MLP-Mixer (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the Swin (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the ViT (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the TAU model in the Temporal Attention Unit: Towards Efficient Spatiotemporal Predictive Learning paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the Poolformer (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the ConvMixer (SimVP 10x) model in the Efficient Multi-order Gated Aggregation Network paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the CrevNet+ST-LSTM model in the Efficient and Information-Preserving Future Frame Prediction and Beyond paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the SimVP model in the SimVP: Simpler yet Better Video Prediction paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the PhyDNet model in the Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the MAU model in the MAU: A Motion-Aware Unit for Video Prediction and Beyond paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the MSPred model in the MSPred: Video Prediction at Multiple Spatio-Temporal Scales with Hierarchical Recurrent Networks paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the CrevNet+ConvLSTM model in the Efficient and Information-Preserving Future Frame Prediction and Beyond paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the E3D-LSTM model in the Eidetic 3D LSTM: A Model for Video Prediction and Beyond paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the LMC model in the Video Prediction Recalling Long-term Motion Context via Memory Alignment Learning paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the SA-ConvLSTM model in the Self-Attention ConvLSTM for Spatiotemporal Prediction paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the MIM* model in the Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the Causal LSTM model in the PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the PredRNN-V2 model in the PredRNN: A Recurrent Neural Network for Spatiotemporal Predictive Learning paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the MIM model in the Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the PredRNN model in the PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the ConvLSTM model in the Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting paper on the Moving MNIST dataset?
MSE, MAE, SSIM, LPIPS, PSNR
What metrics were used to measure the OPT model in the paper on the Vimeo90K dataset?
LPIPS, MS-SSIM
What metrics were used to measure the DMVFN model in the A Dynamic Multi-Scale Voxel Flow Network for Video Prediction paper on the Vimeo90K dataset?
LPIPS, MS-SSIM
What metrics were used to measure the DVF model in the Video Frame Synthesis using Deep Voxel Flow paper on the Vimeo90K dataset?
LPIPS, MS-SSIM
What metrics were used to measure the SDCNet model in the SDC-Net: Video prediction using spatially-displaced convolution paper on the YouTube-8M dataset?
Average PSNR
What metrics were used to measure the MGP-VAE (with geodesic loss) model in the Disentangling Multiple Features in Video Sequences using Gaussian Processes in Variational Autoencoders paper on the Sprites dataset?
MSE
What metrics were used to measure the SRVP model in the Stochastic Latent Residual Video Prediction paper on the KTH 64x64 cond10 pred30 dataset?
FVD
What metrics were used to measure the MAGVIT model in the MAGVIT: Masked Generative Video Transformer paper on the Something-Something V2 dataset?
FVD
What metrics were used to measure the MGP-VAE (with geodesic loss) model in the Disentangling Multiple Features in Video Sequences using Gaussian Processes in Variational Autoencoders paper on the Colored dSprites dataset?
MSE
What metrics were used to measure the IAM4VP model in the Implicit Stacked Autoregressive Model for Video Prediction paper on the Human3.6M dataset?
SSIM, MSE, MAE
What metrics were used to measure the SimVP model in the SimVP: Simpler yet Better Video Prediction paper on the Human3.6M dataset?
SSIM, MSE, MAE
What metrics were used to measure the PhyDNet model in the Disentangling Physical Dynamics from Unknown Factors for Unsupervised Video Prediction paper on the Human3.6M dataset?
SSIM, MSE, MAE
What metrics were used to measure the E3D-LSTM model in the Eidetic 3D LSTM: A Model for Video Prediction and Beyond paper on the Human3.6M dataset?
SSIM, MSE, MAE
What metrics were used to measure the MIM model in the Memory In Memory: A Predictive Neural Network for Learning Higher-Order Non-Stationarity from Spatiotemporal Dynamics paper on the Human3.6M dataset?
SSIM, MSE, MAE
What metrics were used to measure the PredRNN model in the PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs paper on the Human3.6M dataset?
SSIM, MSE, MAE
What metrics were used to measure the FRNN model in the Folded Recurrent Neural Networks for Future Video Prediction paper on the Human3.6M dataset?
SSIM, MSE, MAE
What metrics were used to measure the GhostFaceNetV2-1 (MS1MV3) model in the GhostFaceNets: Lightweight Face Recognition Model From Cheap Operations paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the Prodpoly model in the Deep Polynomial Neural Networks paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the DiscFace model in the DiscFace: Minimum Discrepancy Learning for Deep Face Recognition paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the ArcFace + MS1MV2 + R100 model in the AdaFace: Quality Adaptive Margin for Face Recognition paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the DCQ model in the Dynamic Class Queue for Large Scale Face Recognition In the Wild paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the AdaFace + WebFace4M + R100 model in the AdaFace: Quality Adaptive Margin for Face Recognition paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the EdgeFace - S (g=0.5) (ours) model in the EdgeFace: Efficient Face Recognition Model for Edge Devices paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the CircleLoss model in the Circle Loss: A Unified Perspective of Pair Similarity Optimization paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the FaceTransformer+OctupletLoss model in the Octuplet Loss: Make Face Recognition Robust to Image Resolution paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the EdgeFace - XS (g=0.6) (ours) model in the EdgeFace: Efficient Face Recognition Model for Edge Devices paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the QMagFace model in the QMagFace: Simple and Accurate Quality-Aware Face Recognition paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the DigiFace-1M model in the DigiFace-1M: 1 Million Digital Face Images for Face Recognition paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the OcularAI-Face model in the MagicEye: An Intelligent Wearable Towards Independent Living of Visually Impaired paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the PIC - MagFace model in the PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the PIC - QMagFace model in the PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the PIC - ArcFace model in the PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition paper on the LFW dataset?
Accuracy, FNMR [%] @ 10-3 FMR, F1-score, Precision, Recall
What metrics were used to measure the Model with Up Convolution + DoG Filter model in the Thermal to Visible Face Recognition Using Deep Autoencoders paper on the EURECOM dataset?
Rank-1
What metrics were used to measure the FaceNet+Adaptive Threshold model in the Data-specific Adaptive Threshold for Face Recognition and Authentication paper on the Color FERET (Online Open Set) dataset?
Average Accuracy (10 times)
What metrics were used to measure the FaceNet+Fixed Threshold (0.3968) model in the Data-specific Adaptive Threshold for Face Recognition and Authentication paper on the Color FERET (Online Open Set) dataset?
Average Accuracy (10 times)
What metrics were used to measure the ArcFace+CSFM model in the Controllable and Guided Face Synthesis for Unconstrained Face Recognition paper on the IJB-B dataset?
Rank-1, TAR @ FAR=0.01, Rank-5, TAR @ FAR=0.0001, TAR @ FAR=1e-3, TAR @ FAR=1e-4, TAR @ FAR=1e-5
What metrics were used to measure the ArcFace + MS1MV2 + R100 model in the AdaFace: Quality Adaptive Margin for Face Recognition paper on the IJB-B dataset?
Rank-1, TAR @ FAR=0.01, Rank-5, TAR @ FAR=0.0001, TAR @ FAR=1e-3, TAR @ FAR=1e-4, TAR @ FAR=1e-5
What metrics were used to measure the EdgeFace - S (g=0.5) (ours) model in the EdgeFace: Efficient Face Recognition Model for Edge Devices paper on the IJB-B dataset?
Rank-1, TAR @ FAR=0.01, Rank-5, TAR @ FAR=0.0001, TAR @ FAR=1e-3, TAR @ FAR=1e-4, TAR @ FAR=1e-5
What metrics were used to measure the EdgeFace - XS (g=0.6) (ours) model in the EdgeFace: Efficient Face Recognition Model for Edge Devices paper on the IJB-B dataset?
Rank-1, TAR @ FAR=0.01, Rank-5, TAR @ FAR=0.0001, TAR @ FAR=1e-3, TAR @ FAR=1e-4, TAR @ FAR=1e-5
What metrics were used to measure the ElasticFace-Cos model in the ElasticFace: Elastic Margin Loss for Deep Face Recognition paper on the IJB-B dataset?
Rank-1, TAR @ FAR=0.01, Rank-5, TAR @ FAR=0.0001, TAR @ FAR=1e-3, TAR @ FAR=1e-4, TAR @ FAR=1e-5
What metrics were used to measure the AdaFace + MS1MV3 + R100 model in the AdaFace: Quality Adaptive Margin for Face Recognition paper on the IJB-B dataset?
Rank-1, TAR @ FAR=0.01, Rank-5, TAR @ FAR=0.0001, TAR @ FAR=1e-3, TAR @ FAR=1e-4, TAR @ FAR=1e-5
What metrics were used to measure the PIC - ArcFace model in the PIC-Score: Probabilistic Interpretable Comparison Score for Optimal Matching Confidence in Single- and Multi-Biometric (Face) Recognition paper on the MORPH dataset?
FNMR [%] @ 10-3 FMR