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What metrics were used to measure the ELD model in the Physics-based Noise Modeling for Extreme Low-light Photography paper on the SID x300 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 x300 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 x300 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 PolyU dataset?
PSNR, SSIM
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 sigma50 dataset?
PSNR
What metrics were used to measure the NOise2NOise model in the Machine learning for faster and smarter fluorescence lifetime imaging microscopy paper on the FMD dataset?
PSNR
What metrics were used to measure the KBNet model in the KBNet: Kernel Basis Network for Image Restoration paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the NAFNet model in the Simple Baselines for Image Restoration paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
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 SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the Restormer model in the Restormer: Efficient Transformer for High-Resolution Image Restoration paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the HINet model in the HINet: Half Instance Normalization Network for Image Restoration paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the MAXIM-3S model in the MAXIM: Multi-Axis MLP for Image Processing paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the Uformer-B model in the Uformer: A General U-Shaped Transformer for Image Restoration paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the MIRNet model in the Learning Enriched Features for Real Image Restoration and Enhancement paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the SRMNet model in the Selective Residual M-Net for Real Image Denoising paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the MPRNet model in the Multi-Stage Progressive Image Restoration paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the CycleISP model in the CycleISP: Real Image Restoration via Improved Data Synthesis paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
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 SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the SADNet model in the Spatial-Adaptive Network for Single Image Denoising paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the VDN model in the Variational Denoising Network: Toward Blind Noise Modeling and Removal paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
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 SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the RIDNet model in the Real Image Denoising with Feature Attention paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the Ours model in the paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the CBDNet model in the Toward Convolutional Blind Denoising of Real Photographs paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the NBNet model in the NBNet: Noise Basis Learning for Image Denoising with Subspace Projection paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the DRANet model in the Dual Residual Attention Network for Image Denoising paper on the SIDD dataset?
PSNR (sRGB), SSIM (sRGB), Average PSNR
What metrics were used to measure the MVCNN model in the IFCNet: A Benchmark Dataset for IFC Entity Classification paper on the IFCNetCore dataset?
Balanced Accuracy, F1 Score
What metrics were used to measure the MeshNet model in the IFCNet: A Benchmark Dataset for IFC Entity Classification paper on the IFCNetCore dataset?
Balanced Accuracy, F1 Score
What metrics were used to measure the DGCNN model in the IFCNet: A Benchmark Dataset for IFC Entity Classification paper on the IFCNetCore dataset?
Balanced Accuracy, F1 Score
What metrics were used to measure the ** E2N** model in the Edge2Node: Reducing Edge Prediction to Node Classification paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the SIEG model in the paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the **Neural Common Neighbor ** model in the Neural Common Neighbor with Completion for Link Prediction paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the NGNN + SEAL model in the Network In Graph Neural Network paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the SUREL+ model in the paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the SUREL+ model in the SUREL+: Moving from Walks to Sets for Scalable Subgraph-based Graph Representation Learning paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the RA+Edge Proposal Set model in the Edge Proposal Sets for Link Prediction paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the MLP+CN&RA&AA model in the paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the BUDDY model in the paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the Resource Allocation model in the Predicting Missing Links via Local Information paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the SEAL model in the Labeling Trick: A Theory of Using Graph Neural Networks for Multi-Node Representation Learning paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the S3GRL (PoS Plus) model in the Simplifying Subgraph Representation Learning for Scalable Link Prediction paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the AGDN model in the Adaptive Graph Diffusion Networks paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the NGNN + GraphSAGE model in the Network In Graph Neural Network paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the NGNN + GCN model in the Network In Graph Neural Network paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the Adamic Adar model in the paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the Matrix Factorization model in the Open Graph Benchmark: Datasets for Machine Learning on Graphs paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the Common Neighbor model in the paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the DeepWalk model in the DeepWalk: Online Learning of Social Representations paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the Node2vec model in the node2vec: Scalable Feature Learning for Networks paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the GCN model in the Semi-Supervised Classification with Graph Convolutional Networks paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the GraphSAGE model in the Inductive Representation Learning on Large Graphs paper on the ogbl-ppa dataset?
Ext. data, Test Hits@100, Validation Hits@100, Number of params
What metrics were used to measure the RelEns model in the Relation-aware Ensemble Learning for Knowledge Graph Embedding paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the AutoWeird model in the AutoWeird: Weird Translational Scoring Function Identified by Random Search paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the StarGraph + TripleRE + Text model in the paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the InterHT+ model in the InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the InterHT+ (256dim) model in the InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the StarGraph + TripleRE model in the StarGraph: Knowledge Representation Learning based on Incomplete Two-hop Subgraph paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the TranS model in the TranS: Transition-based Knowledge Graph Embedding with Synthetic Relation Representation paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the InterHT model in the InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the A*Net model in the A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the TripleRE + NodePiece model in the paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the ComplEx-N3-RP (100dim) model in the Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the ComplEx-RP (50dim) model in the paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the ComplEx-N3-RP (50dim) model in the Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the TransERR model in the TransERR: Translation-based Knowledge Graph Completion via Efficient Relation Rotation paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the tripleRE model in the paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the NodePiece + AutoSF model in the NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge Graphs paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the Rot-Pro model in the Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the AutoSF model in the AutoSF: Searching Scoring Functions for Knowledge Graph Embedding paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the PairRE (200dim) model in the PairRE: Knowledge Graph Embeddings via Paired Relation Vectors paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the RotatE (250dim) model in the RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the RotPro model in the Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the TransE (500dim) model in the paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the ComplEx (250dim) model in the Complex Embeddings for Simple Link Prediction paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the ComplEx (50dim) model in the Complex Embeddings for Simple Link Prediction paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the DistMult (500dim) model in the Embedding Entities and Relations for Learning and Inference in Knowledge Bases paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the DistMult (100dim) model in the Embedding Entities and Relations for Learning and Inference in Knowledge Bases paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the TransE (100dim) model in the paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the RotatE (50dim) model in the RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space paper on the ogbl-wikikg2 dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the RelEns model in the Relation-aware Ensemble Learning for Knowledge Graph Embedding paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the GFA-NN model in the Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the ComplEx^2 model in the How to Turn Your Knowledge Graph Embeddings into Generative Models paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the AutoBLM-KGBench model in the Bilinear Scoring Function Search for Knowledge Graph Learning paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the ComplEx-N3-RP model in the Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the ComplEx-RP (1000dim) model in the paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the TripleRE model in the paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the NBFNet model in the Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the AutoSF model in the AutoSF: Searching Scoring Functions for Knowledge Graph Embedding paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the PairRE model in the PairRE: Knowledge Graph Embeddings via Paired Relation Vectors paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the ComplEx model in the Complex Embeddings for Simple Link Prediction paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the DistMult model in the Embedding Entities and Relations for Learning and Inference in Knowledge Bases paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the RotatE model in the RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the TransE model in the paper on the ogbl-biokg dataset?
Test MRR, Ext. data, Validation MRR, Number of params
What metrics were used to measure the E2N model in the Edge2Node: Reducing Edge Prediction to Node Classification paper on the ogbl-collab dataset?
Test Hits@50, Ext. data, Validation Hits@50, Number of params
What metrics were used to measure the GIDN@YITU model in the GIDN: A Lightweight Graph Inception Diffusion Network for High-efficient Link Prediction paper on the ogbl-collab dataset?
Test Hits@50, Ext. data, Validation Hits@50, Number of params
What metrics were used to measure the PLNLP + SIGN model in the paper on the ogbl-collab dataset?
Test Hits@50, Ext. data, Validation Hits@50, Number of params
What metrics were used to measure the PLNLP (random walk aug.) model in the Pairwise Learning for Neural Link Prediction paper on the ogbl-collab dataset?
Test Hits@50, Ext. data, Validation Hits@50, Number of params
What metrics were used to measure the HOP-REC model in the paper on the ogbl-collab dataset?
Test Hits@50, Ext. data, Validation Hits@50, Number of params
What metrics were used to measure the PLNLP+ LRGA model in the Global Attention Improves Graph Networks Generalization paper on the ogbl-collab dataset?
Test Hits@50, Ext. data, Validation Hits@50, Number of params
What metrics were used to measure the PLNLP (val as input) model in the Pairwise Learning for Neural Link Prediction paper on the ogbl-collab dataset?
Test Hits@50, Ext. data, Validation Hits@50, Number of params