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Research map / Graph learning / Knowledge and temporal graphs

Scene Labeling Using Sparse Precision Matrix

CVPR 2016 · Graph learning › Knowledge and temporal graphs · approach: Scene graph generation · 19 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Add global retrieval probabilities (ablation)Scene Labeling Using Sparse Precision Matrix · StanfordBGAvg Accuracy: 72.8 -> 78.9Helped
Add global retrieval probabilities (ablation)Scene Labeling Using Sparse Precision Matrix · SIFTflowAvg Accuracy: 71.2 -> 75.3Helped
Add global retrieval probabilities (ablation)Scene Labeling Using Sparse Precision Matrix · MSRC2Avg Accuracy: 76.6 -> 77.1Helped
Add spatial smoothing (ablation)Scene Labeling Using Sparse Precision Matrix · StanfordBGAvg Accuracy: 78.9 -> 82.2Helped
Add spatial smoothing (ablation)Scene Labeling Using Sparse Precision Matrix · SIFTflowAvg Accuracy: 75.3 -> 77.7Helped
Add spatial smoothing (ablation)Scene Labeling Using Sparse Precision Matrix · MSRC2Avg Accuracy: 77.1 -> 81.7Helped
Replace spatial smoothing with sparse-structure inference (ablation)Scene Labeling Using Sparse Precision Matrix · StanfordBGAvg Accuracy: 82.2 -> 84.6Helped
Replace spatial smoothing with sparse-structure inference (ablation)Scene Labeling Using Sparse Precision Matrix · SIFTflowAvg Accuracy: 77.7 -> 80.6Helped
Replace spatial smoothing with sparse-structure inference (ablation)Scene Labeling Using Sparse Precision Matrix · MSRC2Avg Accuracy: 81.7 -> 84.1Helped

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