File size: 2,138 Bytes
d706329
d82a398
3467eff
 
 
 
 
 
 
 
d82a398
3467eff
 
d82a398
3467eff
 
 
 
 
d82a398
 
 
 
 
 
02d24d9
 
 
46ce161
 
 
38dd094
02d24d9
 
 
 
e7dcb16
 
576ae0c
02d24d9
 
 
 
54f0f63
02d24d9
01e9146
 
 
 
 
 
 
 
 
 
 
e7dcb16
 
 
 
 
 
e7961e2
 
 
 
02d24d9
 
ce8d8f8
02d24d9
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
---
license: cc-by-nc-sa-4.0
dataset_info:
  features:
  - name: image
    dtype: image
  - name: text
    dtype: string
  splits:
  - name: train
    num_bytes: 1363424468
    num_examples: 14904
  download_size: 1328309729
  dataset_size: 1363424468
configs:
- config_name: default
  data_files:
  - split: train
    path: data/train-*
task_categories:
- text-to-image
language:
- en
size_categories:
- 10K<n<100K
images_reference:
- KREAM (https://kream.co.kr/)
pretty_name: KREAM Product Blip Capitions
tags:
- fashion
- cloth
- computer-vision
---

## KREAM Product Blip Captions Dataset Information

![gif](./examples.gif)

**KREAM Product Blip Captions Dataset** is a dataset card for finetuning a text-to-image generative model collected from [KREAM](https://kream.co.kr/), one of the best online-resell market in Korea.

This dataset consists of 'image' and 'text' key pairs. 
The format of 'text' is 'category (e.g. outer), product original name (e.g. The North Face 1996 Eco Nuptse Jacket Black), blip captions (e.g. a photography of the north face black down jacket)'.

You can easily construct this dataset and finetune stable diffusion from scratch using [fashion-product-generator](https://github.com/hahminlew/fashion-product-generator).

## Usage

```
from datasets import load_dataset

dataset = load_dataset("hahminlew/kream-product-blip-captions", split="train")
sample = dataset[0]
display(sample["image"].resize((256, 256)))
print(sample["text"])
```

![img_0](./outer_00000.png)

```
outer, The North Face 1996 Eco Nuptse Jacket Black, a photography of the north face black down jacket
```

## Application

You can inference the finetuned Stable Diffusion XL with LoRA based on the dataset here: [hahminlew/sdxl-kream-model-lora-2.0](https://huggingface.co/hahminlew/sdxl-kream-model-lora-2.0)

## Citation

If you use KREAM Product Dataset in your research or projects, please cite it as:

```
@misc{lew2023kream,
      author = {Lew, Hah Min},
      title = {KREAM Product BLIP Captions},
      year={2023},
      howpublished= {\url{https://huggingface.co/datasets/hahminlew/kream-product-blip-captions/}}
} 
```