Update README.md
Browse files
README.md
CHANGED
|
@@ -1,3 +1,43 @@
|
|
| 1 |
-
-
|
| 2 |
-
|
| 3 |
-
-
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
# Implicit-VidSRL Dataset
|
| 2 |
+
|
| 3 |
+
- **Paper:** https://arxiv.org/abs/2505.21068
|
| 4 |
+
- **Curated by:** Anil Batra and Laura Sevilla-Lara, Marcus Rohrbach, Frank Keller
|
| 5 |
+
- **Language(s) (NLP):** English
|
| 6 |
+
- **License:** CC-BY-4.0
|
| 7 |
+
|
| 8 |
+
## Dataset Summary
|
| 9 |
+
|
| 10 |
+
Implicit-VidSRL is a benchmark for the understanding of procedural steps in instructional videos.
|
| 11 |
+
The dataset uses semantic role labeling (SRL) to model the semantics of narrated instructional video as simple
|
| 12 |
+
predicate-argument structures like {verb,what,where/with}. The dataset contains implicit and explicit arguments which can be infered from
|
| 13 |
+
contextual information in multimodal cooking procedures.
|
| 14 |
+
|
| 15 |
+
## Dataset Details
|
| 16 |
+
|
| 17 |
+
### Dataset Sources
|
| 18 |
+
- **Youcook2**: http://youcook2.eecs.umich.edu/
|
| 19 |
+
- **Tasty**: https://cvml.comp.nus.edu.sg/tasty/
|
| 20 |
+
|
| 21 |
+
### Dataset Fields
|
| 22 |
+
|
| 23 |
+
Each record in the dataset contains the following fields:
|
| 24 |
+
- **video_id** (`str`): Video Id from the source dataset.
|
| 25 |
+
- **dataset** (`str`): The name of the source dataset.
|
| 26 |
+
- **title** (`int`): The title of the recipe.
|
| 27 |
+
- **duration** (`str`): Duration of video in seconds.
|
| 28 |
+
- **timestamps** (`List[List[float]]`): The list of timestamps corresponding to each recipe step in the video. Each timestamp entry contains start and end timestamp.
|
| 29 |
+
- **sentences** (`List[str]`): The list of steps in the recipe. Each recipe step is natural text in English.
|
| 30 |
+
- **srl** (`List[Dict]`): The new annotation for each recipe step. Each list item corresponds to the recipe step with key enteries of verb/what/where containing ingredient entities. In addition it also has information about the implicit entities for each step.
|
| 31 |
+
|
| 32 |
+
## Citation
|
| 33 |
+
|
| 34 |
+
```BibTeX
|
| 35 |
+
|
| 36 |
+
@inproceedings{
|
| 37 |
+
batra2025implicit,
|
| 38 |
+
title={Predicting Implicit Arguments in Procedural Video Instructions},
|
| 39 |
+
author={Anil Batra and Laura Sevilla-Lara, Marcus Rohrbach, Frank Keller},
|
| 40 |
+
booktitle={The 63rd Annual Meeting of the Association for Computational Linguistics},
|
| 41 |
+
year={2025}
|
| 42 |
+
}
|
| 43 |
+
```
|