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Images

Benchmarks

Task NameDataset NameSOTA ResultTrend
Image DenoisingImages noise level 25
Runtime (s)0.006
21
Full Reference Image Quality AssessmentImages 1080x1920 resolution
Latency (ms)37.85
15
Full Reference Image Quality AssessmentImages 384x512 resolution
Runtime (ms)5.69
15
Lossless Image CompressionImages 768 x 512 resolution
Encoding Time (sec)0.15
11
Lossless Image CompressionImages 2048 x 1536 resolution
Encoding Time (s)2.23
10
Lossless Image CompressionImages 1024 x 768 resolution
Encoding Time0.2
10
Super-resolutionimages 2560x1440 resolution
Step Count1
8
Adversarial Attack100 images
Time (s/image)0.53
8
Spherical Watermarking1,000 images
Encoding Time (s)0.0053
7
Deepfake Detection300 randomly selected images
Params (M)20.82
7
Image GenerationImages 1024x1024 Resolution
Generation Latency (s)2.18
7
Real-world Image Super-Resolution512x512 images
Parameters (B)1.33
7
Low-light Image EnhancementImages of size 1200x900x3 (test)
Runtime0.0025
7
Image De-raining1000 images (test)
Running Time (s)0.2
7
Image Reconstruction1024x1024 resolution images
PSNR32.12
6
Visual AttributionImages 20 sampled
Average Ratio4.41
6
Image Deraining256x256 resolution images
Processing Time (s)0.0098
6
Inference Efficiency256 x 256 images
Latency (Sec/Image)0.0058
5
Watermarking5,000 images (batch)
Watermark Injection Time (ms)0
5
Image SegmentationImages250
Average Score93.02
5
Image SegmentationImages250 (test)
Precision96.82
5
Compressive Sensing Image Reconstruction256x256 images
MACs (G)107.73
5
Vector Compactness Assessment100 images photos clipart emojis (test)
Average VeC0.738
5
Dehazing200 sampled images (test)
LPIPS0.038
5
DesnowingImages 200 sampled (test)
LPIPS0.115
5
Showing 25 of 41 rows