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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
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
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
Black-Box LVLM Attack1K images Claude 3.7-extended target
KMR (a)40
3
Black-Box LVLM Attack1K images GPT-4o target
KMR (a)91
3
Image EncryptionImages 512 x 512
Encryption Time (s)0.8
3
Image EncryptionImages 256 x 256
Encryption Time (s)0.35
3
Photo-based avatar auto-creation1,000 images two engines (test)
Fidelity Score3.97
3
View Synthesis5K images random camera poses (C_random)
FID23.39
3
Data CompressionImages 336 x 336
Size (KB)4.14
2
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