##RefCOCOg-Adv: A Referring Expresion Dataset This folder contains adversarial annotations for part of the test images from [RefCOCOg dataset](http://bvisionweb1.cs.unc.edu/licheng/referit/data/refcocog.zip). ##Prepare Images: Download "mscoco" into the ``Images`` folder, which can be from [mscoco](http://mscoco.org/dataset/#overview) Bounding box annotations are also from mscoco dataset ##Dataset Summary: - In RefCOCOg-adv dataset we have have 976 unique images from RefCOCOg test dataset. In total 3704 referring expressions were annotated with an average length of 11.3. #Example Annotation of RefCOCOG-adv: refcocog_adv_annotations.json contains a dict of advesarial referential expressions, where each annotation is ``` { 'shuffle': 'to giraffes in hat next red white fence over shirt a a a two and woman leaning', 'hit_id': '3K3G488TR2FROXACUQOSDKLYTK65Q8', 'hit_type_id': '3QH037L2CMDD4RRYVNJWX0CT0B0AWC', 'adj_noun': 'giraffes white hat shirt woman next fence red', 'GT_bbox_number': '3', 'most_confused_bbox_GT_desc': 'A woman in a red shirt, feeding giraffes through a fence.', 'raw_str': 'two giraffes leaning over a fence next to a woman in a red shirt and white hat.', 'noun_adj': ' giraffes fence woman red shirt white', 'batch_id': 'batch18', 'bbox_candidates_map': '{"1": [373.0, 78.04, 266.56, 348.96], "2": [0.96, 0.24, 294.58, 398.21], "3": [62.37, 0.14, 329.79, 292.73], "4": [455.08, 177.19, 50.35, 235.29]}', 'adj': 'next red white', 'most_confused_bbox_number': '1', 'assigns': [{'dropdownselect': '2'}, {'dropdownselect': '1'}, {'dropdownselect': '1'}], 'must_words': 'giraffes,fence,woman,red,shirt,white', 'bbox_html_dropdown': " ", 'shuffle_pos': 'two shirt leaning over a fence white to a giraffes in a next woman red hat', 'refID': '64809', 'stage': 'stage3', 'noun': 'giraffes fence woman shirt hat', 'imgID': '254291', 'annID': '595839', 'img_file_name': 'COCO_train2014_000000254291.jpg' } ``` #From the above example ``` shuffle, adj_noun, noun_adj, noun, must_words, shuffle_pos are paramters used to perturb data for our adversarial data creation raw_str and GT_bbox_number are from RefCOCOg dataset bbox_candidates: from mscoco most_confused_bbox_GT_desc: from our annotation ``` ## License This library is licensed under the CC-BY-4.0 License.