Datasets:
Upload README.md with huggingface_hub
Browse files
README.md
ADDED
|
@@ -0,0 +1,70 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
---
|
| 2 |
+
dataset_info:
|
| 3 |
+
features:
|
| 4 |
+
- name: data_id
|
| 5 |
+
dtype: string
|
| 6 |
+
- name: image_id
|
| 7 |
+
dtype: string
|
| 8 |
+
- name: image
|
| 9 |
+
dtype: string
|
| 10 |
+
- name: question
|
| 11 |
+
dtype: string
|
| 12 |
+
- name: answer
|
| 13 |
+
dtype: string
|
| 14 |
+
- name: answer_eval
|
| 15 |
+
dtype: string
|
| 16 |
+
- name: entity_id
|
| 17 |
+
dtype: string
|
| 18 |
+
- name: entity_text
|
| 19 |
+
dtype: string
|
| 20 |
+
- name: attribute
|
| 21 |
+
dtype: string
|
| 22 |
+
license: apache-2.0
|
| 23 |
+
task_categories:
|
| 24 |
+
- visual-question-answering
|
| 25 |
+
- information-retrieval
|
| 26 |
+
tags:
|
| 27 |
+
- vision-self-play
|
| 28 |
+
- multimodal
|
| 29 |
+
- knowledge-intensive
|
| 30 |
+
---
|
| 31 |
+
|
| 32 |
+
# OVEN (Vision Self-Play format)
|
| 33 |
+
|
| 34 |
+
Open-domain Visual Entity Recognition (OVEN), converted to unified Parquet schema.
|
| 35 |
+
|
| 36 |
+
> Hu et al., Open-domain Visual Entity Recognition: Towards Recognizing Millions of Wikipedia Entities. ICCV 2023.
|
| 37 |
+
|
| 38 |
+
## Schema
|
| 39 |
+
|
| 40 |
+
| Field | Type | Description |
|
| 41 |
+
|-------|------|-------------|
|
| 42 |
+
| data_id | string | Unique sample ID |
|
| 43 |
+
| image_id | string | Image identifier |
|
| 44 |
+
| image | string | Image path/URL (empty, resolve at training time) |
|
| 45 |
+
| question | string | Question text |
|
| 46 |
+
| answer | string (JSON list) | Standard answers |
|
| 47 |
+
| answer_eval | string (JSON list) | Acceptable answer variants |
|
| 48 |
+
| entity_id | string | Wikidata QID |
|
| 49 |
+
| entity_text | string | Entity name |
|
| 50 |
+
| attribute | string | Attribute type |
|
| 51 |
+
|
| 52 |
+
## Splits
|
| 53 |
+
|
| 54 |
+
| Split | Rows | Size |
|
| 55 |
+
|-------|------|------|
|
| 56 |
+
| test | 729,259 | 1.8 MB |
|
| 57 |
+
| train | 4,958,569 | 9.6 MB |
|
| 58 |
+
| val | 129,490 | 0.6 MB |
|
| 59 |
+
| **Total** | **5,817,318** | |
|
| 60 |
+
|
| 61 |
+
## Usage
|
| 62 |
+
|
| 63 |
+
```python
|
| 64 |
+
from datasets import load_dataset
|
| 65 |
+
|
| 66 |
+
ds = load_dataset("reonokiy/vsp-oven")
|
| 67 |
+
|
| 68 |
+
# 或加载特定 split
|
| 69 |
+
train = load_dataset("reonokiy/vsp-oven", split="train")
|
| 70 |
+
```
|