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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
Adversarial Attack100 images
Time (s/image)0.53
8
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 Deraining256x256 resolution images
Processing Time (s)0.0098
6
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
Low-light Enhancement200 sampled images (test)
LPIPS0.161
5
Image Reconstruction28 x 28 Images (test)
FPS (Hz)2,613
4
Novel View Synthesis1024 x 1024 resolution images (test)
Source View Latency (ms)5
4
Image Classification64x64 images
Latency (ms)21.2
4
Image Reconstruction256x256 images (test)
Avg Running Time (GPU)0.0078
4
Image Reconstruction256x256 images (test)
Inference Time (GPU)0.0075
4
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