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liuxianyi · May 1, 2023 · 0f0fec5 · 0f0fec5
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diff --git a/.gitignore b/.gitignore
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 *.pyc
-runs/
-logs/
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diff --git a/README.md b/README.md
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-## 运行
+# StyleEDL: Style-Guided High-order Attention Network for Image
+## Abstract
+the tendency to express emotions through images. As for emotion
+ambiguity arising from humans’ subjectivity, substantial previous
+methods generally focused on learning appropriate representations
+from the holistic or significant part of images. However, they rarely
+consider establishing connections with the stylistic information although it can lead to a better understanding of images. In this paper,
+we propose a style-guided high-order attention network for image
+emotion distribution learning termed StyleEDL, which interactively
+learns stylistic-aware representations of images by exploring the
+hierarchical stylistic information of visual contents. Specifically, we
+consider exploring the intra- and inter-layer correlations among
+GRAM-based stylistic representations, and meanwhile exploit an
+adversary-constrained high-order attention mechanism to capture
+potential interactions between subtle visual parts. In addition, we
+introduce a stylistic graph convolutional network to dynamically
+generate the content-dependent emotion representations to benefit the final emotion distribution learning. Extensive experiments
+conducted on several benchmark datasets demonstrate the effectiveness of our proposed StyleEDL compared to state-of-the-art
+methods.
+
+## Method
+![alt](./docs/framwork.png)
+
+## Results
+### Twitter-LDL ([log](logs/Twitter_LDL/train.log))
+![twitter](docs/twitter.png)
+
+### Emotion6 ([log](logs/Emotion6/train.log))
+![emotion](docs/emotion.png)
+
+### Flickr-LDL ([log](logs/Flickr_LDL/train.log))
+![flickr](docs/flickr.png)
+
+## Installation
 ```bash
-python main.py --tag 
+conda env create -f env.yaml
 ```
-+ `--tag` 指定保存目录的前缀，默认为cache
 
+## train
+```bash
+python main.py --tag xxx
+```
++ `--tag` the log will saved at `logs/$datetime.time$xxx`
 
-
-## 添加新的模型
-
-1. 在`network`文件夹下新建新的文件
-1. 在`network`下`__init__`中的`models`加入新的网络模型
-1. 在`configs`文件夹中新建对应的配置文件
-
-
-## 添加新的trainer
-
-1. 在`trainer`文件夹中新建文件，继承`basetrainer`
-1. 在`trainer`下`__init__`中的`trainers`加入新的trainer
-1. 运行时，由配置文件中的`trainer`指定
+## Citation
+If you find this repository helpful, please consider citing:
+```
+add latter.
+```
diff --git a/docs/emotion.png b/docs/emotion.png
diff --git a/docs/flickr.png b/docs/flickr.png
diff --git a/docs/framwork.png b/docs/framwork.png
diff --git a/docs/twitter.png b/docs/twitter.png
diff --git a/logs/Emotion6/train.log b/logs/Emotion6/train.log
diff --git a/logs/Flickr_LDL/train.log b/logs/Flickr_LDL/train.log
diff --git a/logs/Twitter_LDL/train.log b/logs/Twitter_LDL/train.log