List of participants of MSU HDR Video Reconstruction Benchmark: HLG
Name | Uses AI | Open Source | Image/Video restoration | Implementation |
---|---|---|---|---|
Maxon | – | No | Video | – |
HDRCNN | Yes | Yes | Video*+Image | link |
HDRTVNet | Yes | Yes | Video | link |
ExpNet | Yes | Yes | Video*+Image | link |
DeepHDR | Yes | Yes | Image | link |
SingleHDR | Yes | Yes | Image | link |
Akyuz | No | Yes | Image | link |
Huo | No | Yes | Image | link |
HuoPhys | No | Yes | Image | link |
Kuo | No | Yes | Image | link |
KovOliv | No | Yes | Image | link |
HDRUNet | Yes | Yes | Image | link |
KUNet | Yes | Yes | Image | link |
twostageHDR | Yes | Yes | Image | link |
* Originally designed for image restoration, but has a video restoration option
Overview of neural network method architectures
HDRCNN
UNet-VGG-16 with skip connections neural network.
HDRTVNet
3 sequentially trained networks:
- Custom architecture
- ResNet
- UNet based GAN
ExpandNet
- Neural network with three parallel branches. They differ in the size of the convolution core
- Concatenation followed by convolution processing
DeepHDR
UNet-VGG-like with skip connections neural network.
SingleHDR
Network which is divided into two parts: linearization and restoration.
- Linearization: custom architecture
- Restoration: ResNet
See Also
MSU CVQAD – Compressed VQA Dataset
During our work we have created the database for video quality assessment with subjective scores
Video Upscalers Benchmark
The most extensive comparison of video super-resolution (VSR) algorithms by subjective quality
Site structure
-
MSU Benchmark Collection
- Video Upscalers Benchmark
- Video Deblurring Benchmark
- Video Frame Interpolation Benchmark
- HDR Video Reconstruction Benchmark
- Super-Resolution for Video Compression Benchmark
- No-Reference Video Quality Metrics Benchmark
- Full-Reference Video Quality Metrics Benchmark
- Video Alignment and Retrieval Benchmark
- Mobile Video Codecs Benchmark
- Video Super-Resolution Benchmark
- Shot Boundary Detection Benchmark
- Deinterlacer Benchmark
- The VideoMatting Project
- Video Completion
- Codecs Comparisons & Optimization
- VQMT
- MSU Datasets Collection
- Metrics Research
- Video Quality Measurement Tool 3D
- Video Filters
- Other Projects