Data

Tools

Indexes

Applications

Experiments

Open Source Science

177-variable-rate-deep-image-compression-through-spatially-adaptive-feature-transform

https://github.com/szu-advtech-2024/177-variable-rate-deep-image-compression-through-spatially-adaptive-feature-transform

Science Score: 13.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • ○
    CITATION.cff file
  • ✓
    codemeta.json file
    Found codemeta.json file
  • ○
    .zenodo.json file
  • ○
    DOI references
  • ○
    Academic publication links
  • ○
    Academic email domains
  • ○
    Institutional organization owner
  • ○
    JOSS paper metadata
  • ○
    Scientific vocabulary similarity
    Low similarity (2.2%) to scientific vocabulary
Last synced: 10 months ago · JSON representation

Repository

Basic Info
  • Host: GitHub
  • Owner: SZU-AdvTech-2024
  • Default Branch: main
  • Size: 0 Bytes
Statistics
  • Stars: 0
  • Watchers: 0
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created over 1 year ago · Last pushed over 1 year ago
Metadata Files
Citation

https://github.com/SZU-AdvTech-2024/177-Variable-Rate-Deep-Image-Compression-through-Spatially-Adaptive-Feature-Transform/blob/main/ 

##
 ubuntu 16.04g++ 8.4.0cuda 10.1python 3.8.8pytorch 1.7.1  C++ 17 

1. g++>=7
    - `$ g++ --version`

2. pythonPython 3.8
    
3. 
    - `$ pip install torch==1.7.1+cu101 torchvision==0.8.2+cu101 torchaudio==0.7.2 -f https://download.pytorch.org/whl/torch_stable.html`
    - `$ pip install -r requirements.txt`
    -  [CompressAI](https://github.com/InterDigitalInc/CompressAI)
        -  [CompressAI 1.0.9](https://github.com/micmic123/CompressAI) 

## Dataset
- : [COCO dataset](https://cocodataset.org/#download)
- : [Kodak dataset](http://r0k.us/graphics/kodak/)

1. 
    - 2014 [83K/13GB]
    - 2014 Train/Val  [241MB]
        - instances_train2014.json
    - 2017 [118K/18GB]
    - 2017 Train/Val  [241MB]
        - instances_train2017.json

2. 
3. 
```
 your_dataset_root
     coco
        | annotations
             instances_train2014.json
             instances_train2017.json
         train2014
         train2017
     kodak
             1.png
             ...
```
4.`scripts` 
    - `$ ./prepare.sh your_dataset_root/coco your_dataset_root/kodak`
    - `trainset_coco.csv`  `kodak.csv`  `data`

Owner

  • Name: SZU-AdvTech-2024
  • Login: SZU-AdvTech-2024
  • Kind: organization

GitHub Events

Total
  • Push event: 2
  • Create event: 3
Last Year
  • Push event: 2
  • Create event: 3