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What metrics were used to measure the UVAST model in the Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation paper on the Assembly101 dataset?
F1@10%, F1@25%, F1@50%, Edit, MoF
What metrics were used to measure the MS-TCN++ model in the MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation paper on the Assembly101 dataset?
F1@10%, F1@25%, F1@50%, Edit, MoF
What metrics were used to measure the Semantic2Graph model in the Semantic2Graph: Graph-based Multi-modal Feature Fusion for Action Segmentation in Videos paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the DiffAct model in the Diffusion Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the SF-TMN(ASFormer) model in the SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase Recognition paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the Br-Prompt+ASFormer model in the Bridge-Prompt: Towards Ordinal Action Understanding in Instructional Videos paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the DPRN model in the Maximization and restoration: Action segmentation through dilation passing and temporal reconstruction paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the BIT model in the BIT: Bi-Level Temporal Modeling for Efficient Supervised Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the CETNet model in the Cross-Enhancement Transformer for Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the UVAST model in the Unified Fully and Timestamp Supervised Temporal Action Segmentation via Sequence to Sequence Translation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the ASRF model in the Alleviating Over-segmentation Errors by Detecting Action Boundaries paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the ASFormer model in the ASFormer: Transformer for Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the SSTDA model in the Action Segmentation with Joint Self-Supervised Temporal Domain Adaptation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the ETSN model in the Efficient Two-Step Networks for Temporal Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the C2F-TCN model in the Coarse to Fine Multi-Resolution Temporal Convolutional Network paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the BCN model in the Boundary-Aware Cascade Networks for Temporal Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the SSTDA + HASR model in the Refining Action Segmentation With Hierarchical Video Representations paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the DA model in the Action Segmentation with Mixed Temporal Domain Adaptation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the MS-TCN++ model in the MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the MS-TCN++(sh) model in the MS-TCN++: Multi-Stage Temporal Convolutional Network for Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the ASRF + HASR model in the Refining Action Segmentation With Hierarchical Video Representations paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the MS-TCN model in the MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the EUT model in the Do we really need temporal convolutions in action segmentation? paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the DS-TCN model in the Depthwise Separable Temporal Convolutional Network for Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the TDRN model in the Temporal Deformable Residual Networks for Action Segmentation in Videos paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the ED-TCN model in the Temporal Convolutional Networks for Action Segmentation and Detection paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the ST-CNN model in the Segmental Spatiotemporal CNNs for Fine-grained Action Segmentation paper on the GTEA dataset?
F1@50%, F1@25%, F1@10%, Acc, Edit
What metrics were used to measure the EUT model in the Do we really need temporal convolutions in action segmentation? paper on the 50Salads dataset?
Acc, Edit, F1@10%, F1@25%, F1@50%
What metrics were used to measure the Unsup. TW-FINCH (K=avg/activity) model in the Temporally-Weighted Hierarchical Clustering for Unsupervised Action Segmentation paper on the MPII Cooking 2 Dataset dataset?
Accuracy, mIoU
What metrics were used to measure the TSA (FINCH) model in the Leveraging triplet loss for unsupervised action segmentation paper on the Youtube INRIA Instructional dataset?
Acc, F1
What metrics were used to measure the TSA (Kmeans) model in the Leveraging triplet loss for unsupervised action segmentation paper on the Youtube INRIA Instructional dataset?
Acc, F1
What metrics were used to measure the LLD* model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the PMN model in the Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the SFRN model in the Rethinking Noise Synthesis and Modeling in Raw Denoising paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LLD model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the ELD model in the A Physics-based Noise Formation Model for Extreme Low-light Raw Denoising paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LRD model in the Towards General Low-Light Raw Noise Synthesis and Modeling paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the Paired Data(SID) model in the Learning to See in the Dark paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the Starlight model in the Dancing under the stars: video denoising in starlight paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the ExposureDiffusion (UNet+ELD) model in the ExposureDiffusion: Learning to Expose for Low-light Image Enhancement paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the Noise Flow model in the Noise Flow: Noise Modeling with Conditional Normalizing Flows paper on the ELD SonyA7S2 x200 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the SCUNet SCUNet model in the Practical Blind Image Denoising via Swin-Conv-UNet and Data Synthesis paper on the urban100 sigma15 dataset?
Average PSNR
What metrics were used to measure the LED model in the Lighting Every Darkness in Two Pairs: A Calibration-Free Pipeline for RAW Denoising paper on the SID SonyA7S2 x300 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LRD model in the Towards General Low-Light Raw Noise Synthesis and Modeling paper on the SID SonyA7S2 x300 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the absDL model in the Single-exposure absorption imaging of ultracold atoms using deep learning paper on the ultracold fermions Technion system, pixelfly dataset?
ODRMSE
What metrics were used to measure the BRGM model in the Bayesian Image Reconstruction using Deep Generative Models paper on the FFHQ 64x64 - 4x upscaling dataset?
LPIPS
What metrics were used to measure the LLD* model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the SID x100 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the PMN model in the Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling paper on the SID x100 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the SFRN model in the Rethinking Noise Synthesis and Modeling in Raw Denoising paper on the SID x100 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the LLD model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the SID x100 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the SID (paired real data) model in the Learning to See in the Dark paper on the SID x100 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the ELD model in the Physics-based Noise Modeling for Extreme Low-light Photography paper on the SID x100 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the Starlight model in the Dancing under the stars: video denoising in starlight paper on the SID x100 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the Noise Flow model in the Noise Flow: Noise Modeling with Conditional Normalizing Flows paper on the SID x100 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the PNGAN model in the Learning to Generate Realistic Noisy Images via Pixel-level Noise-aware Adversarial Training paper on the Nam dataset?
PSNR, SSIM
What metrics were used to measure the BRGM model in the Bayesian Image Reconstruction using Deep Generative Models paper on the FFHQ dataset?
LPIPS
What metrics were used to measure the LLD* model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the PMN model in the Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the SFRN model in the Rethinking Noise Synthesis and Modeling in Raw Denoising paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LLD model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the Paired Data (SID) model in the Learning to See in the Dark paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the ELD model in the Physics-based Noise Modeling for Extreme Low-light Photography paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LED model in the Lighting Every Darkness in Two Pairs: A Calibration-Free Pipeline for RAW Denoising paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LRD model in the Towards General Low-Light Raw Noise Synthesis and Modeling paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the Starlight model in the Dancing under the stars: video denoising in starlight paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the Noise Flow model in the Noise Flow: Noise Modeling with Conditional Normalizing Flows paper on the SID SonyA7S2 x250 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the ExposureDiffusion (UNet+paired data) model in the ExposureDiffusion: Learning to Expose for Low-light Image Enhancement paper on the Image Denoising on SID x300 dataset?
PSNR (Raw)
What metrics were used to measure the Restormer model in the Restormer: Efficient Transformer for High-Resolution Image Restoration paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the Uformer-B model in the Uformer: A General U-Shaped Transformer for Image Restoration paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the NBNet model in the NBNet: Noise Basis Learning for Image Denoising with Subspace Projection paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the MIRNet model in the Learning Enriched Features for Real Image Restoration and Enhancement paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the MAXIM-3S model in the MAXIM: Multi-Axis MLP for Image Processing paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the MPRNet model in the Multi-Stage Progressive Image Restoration paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the SADNet model in the Spatial-Adaptive Network for Single Image Denoising paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the DANet+ model in the Dual Adversarial Network: Toward Real-world Noise Removal and Noise Generation paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the CycleISP model in the CycleISP: Real Image Restoration via Improved Data Synthesis paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the VDN model in the Variational Denoising Network: Toward Blind Noise Modeling and Removal paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the AINDNet model in the Transfer Learning from Synthetic to Real-Noise Denoising with Adaptive Instance Normalization paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the RIDNet model in the Real Image Denoising with Feature Attention paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the CBDNet model in the Toward Convolutional Blind Denoising of Real Photographs paper on the DND dataset?
PSNR (sRGB), SSIM (sRGB)
What metrics were used to measure the PMN model in the Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling paper on the SID SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the SFRN model in the Rethinking Noise Synthesis and Modeling in Raw Denoising paper on the SID SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LED model in the Lighting Every Darkness in Two Pairs: A Calibration-Free Pipeline for RAW Denoising paper on the SID SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LRD model in the Towards General Low-Light Raw Noise Synthesis and Modeling paper on the SID SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the ELD model in the Physics-based Noise Modeling for Extreme Low-light Photography paper on the SID SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LLD* model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the ELD SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the PMN model in the Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling paper on the ELD SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the SFRN model in the Rethinking Noise Synthesis and Modeling in Raw Denoising paper on the ELD SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LLD model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the ELD SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the ELD model in the A Physics-based Noise Formation Model for Extreme Low-light Raw Denoising paper on the ELD SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the LRD model in the Towards General Low-Light Raw Noise Synthesis and Modeling paper on the ELD SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the Paired Data(SID) model in the Learning to See in the Dark paper on the ELD SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the Starlight model in the Dancing under the stars: video denoising in starlight paper on the ELD SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the Noise Flow model in the Noise Flow: Noise Modeling with Conditional Normalizing Flows paper on the ELD SonyA7S2 x100 dataset?
PSNR (Raw), SSIM (Raw)
What metrics were used to measure the R3L model in the R3L: Connecting Deep Reinforcement Learning to Recurrent Neural Networks for Image Denoising via Residual Recovery paper on the BSD68 sigma30 dataset?
PSNR
What metrics were used to measure the LLD* model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the SID x300 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the PMN model in the Learnability Enhancement for Low-light Raw Denoising: Where Paired Real Data Meets Noise Modeling paper on the SID x300 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the SFRN model in the Rethinking Noise Synthesis and Modeling in Raw Denoising paper on the SID x300 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the Paired Data(SID) model in the Learning to See in the Dark paper on the SID x300 dataset?
PSNR (Raw), SSIM
What metrics were used to measure the LLD model in the Physics-Guided ISO-Dependent Sensor Noise Modeling for Extreme Low-Light Photography paper on the SID x300 dataset?
PSNR (Raw), SSIM