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Papers Benchmarks Datasets Tasks

REAL dataset and benchmarks – Page 2 · SOTA2 Research

Research Datasets

REAL

Benchmarks

Task NameDataset NameSOTA MethodSort

Task NameDataset NameSOTA ResultTrendResults

Real benchmark

4.219Average Runtime (s)

7

Synthetic Face Detection

REAL ID

99.9Accuracy

7

Low-Light Image Enhancement

Real 3000

0.669CNNIQA

7

Real 3000

67.5CNNIQA

7

Single-image reflection removal

Real 20 55 (test)

24.89PSNR

7

Medical Image Classification

Real (test)

72.37Accuracy

7

Image Reflection Removal

Real (test)

25.58PSNR

6

3DGS Object Insertion

real (test)

64.3CTIS

6

Reflection Removal

Real 20 (test)

0.94MS-SSIM

6

Camera and Object Control

Real subset

0.719Rotational Error

5

Anomaly Detection

Real-π soldering

86.72AUROC

5

Real (test)

34.54PSNR

5

Automatic Post-Editing

Real En-De PBMT WMT17 (test)

70.1BLEU

5

Real TestBuilding (14 episodes)

11.8Success Completion Time (SCT)

4

Convex Free-Space Approximation

Real Line Seed

1.67Execution Time (ms)

4

Convex Free-Space Approximation

Real Point Seed

1.19Time (ms)

4

Underwater Image Enhancement

Real 3000

0.515CNNIQA

4

Single-image reflection removal

Real

57.32Win Rate

4

Optimal Intervention Identification

Real ECON. OECD data (test)

93.33Optimal Intervention Rate

4

Multi-label Image Classification

ReaL

85Top-1 Acc

4

Surface Reconstruction

Real sigma=0.01 (test)

0.845NC

3

Surface Reconstruction

Real σ = 0.02

0.793NC

3

Surface Reconstruction

Real σ = 0.01

0.845NC

3

In-Hand Box Flipping

Real

80Success Rate

3

Real

93.3Success Rate

3

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Popular tasks

Single Image Reflection Removal Surface Reconstruction Reflection Removal Hyperspectral Image Super-Resolution Seizure Frequency Extraction

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