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in the wild

Benchmarks

Task NameDataset NameSOTA ResultTrend
Audio Deepfake DetectionIn-the-wild
EER0.8
64
Illumination Estimationin-the-wild Samsung
Mean Angular Error2.07
13
Illumination Estimationin-the-wild Pixel
Mean Angular Error (°)1.89
13
Face retouchingIn-the-wild 1,000 internet portraits (test)
NIQE11.821
11
Pixel-level Forgery LocalizationIn-the-wild
F1 Score69.18
11
Image-level forgery detectionIn-the-wild
F1 Score100
11
Bounding Box LocalizationIn-the-wild
BBox IoU63.54
10
Ordinal consistencyIn-the-wild 100 steps horizon v1 (test)
Kendall's Tau0.61
8
Ordinal consistencyIn-the-wild 50 steps horizon v1 (test)
Kendall's Tau0.69
8
Voice Anti-spoofingIn-the-Wild (test)
EER6.71
7
Face Reenactmentin the wild
AU %82.3
7
3D Avatar ReconstructionIn-the-Wild (test)
L1 Loss0.008
6
Synthetic Speech DetectionIn-The-Wild (ITW)
EER15.39
6
Novel View SynthesisIn-the-Wild Composite
PSNR26.94
6
Novel View SynthesisIn-the-wild data
PSNR29.26
6
Dynamic Scene GenerationIn-the-wild dataset
PhysReal0.82
5
Music-driven 2D dance generationIn-the-Wild leakage-free (test)
FID45.2
5
6D Object TrackingIn the wild instructional and egocentric videos
Relative Depth0.08
5
Face Tracking and Reconstructionin-the-wild (test)
L2 Distance12.59
5
3D Human Reconstructionin-the-wild
CLIP-I Score0.972
4
Virtual Try-OnIn-The-Wild Dataset
Texture Score96.73
4
HOI Video Generationin-the-wild dataset (test)
Fréchet Video Distance (FVD)484
4
Image-to-image relightingIn-the-wild Stage-wise Study
Lighting Alignment75
4
Image-to-image relightingIn-the-wild Comparison Study
Lighting Alignment0.931
3
3D Human ReconstructionIn-the-wild Fashion images
Preference Rate (vs ECON)0.551
3
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