Datasets:
Languages:
English
Size:
1K<n<10K
ArXiv:
Tags:
iiw
imageinwords
image-descriptions
image-captions
detailed-descriptions
hyper-detailed-descriptions
License:
import datasets | |
import json | |
import pandas as pd | |
import string | |
_DESCRIPTION = """ | |
""" | |
_HOMEPAGE = "https://google.github.io/imageinwords/" | |
_LICENSE = "CC BY 4.0" | |
_DATASET_GITHUB_URLS = { | |
"IIW-400": "https://raw.githubusercontent.com/google/imageinwords/main/datasets/IIW-400/data.jsonl?token=GHSAT0AAAAAACRUNGOO3YHB2HLA3RGXDT3SZRUODLA", | |
"DCI_Test": "https://raw.githubusercontent.com/google/imageinwords/main/datasets/DCI_Test/data.jsonl?token=GHSAT0AAAAAACRUNGOOB7E5WQASMIECN4JGZRUOEJQ", | |
"DOCCI_Test": "https://raw.githubusercontent.com/google/imageinwords/main/datasets/DOCCI_Test/data.jsonl?token=GHSAT0AAAAAACRUNGOPOYXGW4TFIX4X2LGKZRUOEVA", | |
"CM_3600": "https://raw.githubusercontent.com/google/imageinwords/main/datasets/CM_3600/data.jsonl?token=GHSAT0AAAAAACRUNGOO3U44BE7ICZ3LG5D2ZRUOEAA", | |
"LocNar_Eval": "https://raw.githubusercontent.com/google/imageinwords/main/datasets/LocNar_Eval/data.jsonl?token=GHSAT0AAAAAACRUNGOOYF254H574CK24TV2ZRUOC3Q", | |
} | |
_DATASET_FEATURES = { | |
"IIW-400": datasets.Features({ | |
"image/key": datasets.Value('string'), | |
"image/thumbnail_url": datasets.Value('string'), | |
"IIW": datasets.Value('string'), | |
"IIW-P5B": datasets.Value('string'), | |
"iiw-human-sxs-gpt4v": { | |
"metrics/Comprehensiveness": datasets.Value('string'), | |
"metrics/Specificity": datasets.Value('string'), | |
"metrics/Hallucination": datasets.Value('string'), | |
"metrics/First few line(s) as tldr": datasets.Value('string'), | |
"metrics/Human Like": datasets.Value('string'), | |
}, | |
"iiw-human-sxs-iiw-p5b": { | |
"metrics/Comprehensiveness": datasets.Value('string'), | |
"metrics/Specificity": datasets.Value('string'), | |
"metrics/Hallucination": datasets.Value('string'), | |
"metrics/First few line(s) as tldr": datasets.Value('string'), | |
"metrics/Human Like": datasets.Value('string'), | |
}, | |
}), | |
"DCI_Test": datasets.Features({ | |
"image": datasets.Value('string'), | |
"ex_id": datasets.Value('string'), | |
"IIW": datasets.Value('string'), | |
"metrics/Comprehensiveness": datasets.Value('string'), | |
"metrics/Specificity": datasets.Value('string'), | |
"metrics/Hallucination": datasets.Value('string'), | |
"metrics/First few line(s) as tldr": datasets.Value('string'), | |
"metrics/Human Like": datasets.Value('string'), | |
}), | |
"DOCCI_Test": datasets.Features({ | |
"image": datasets.Value('string'), | |
"image/thumbnail_url": datasets.Value('string'), | |
"IIW": datasets.Value('string'), | |
"DOCCI": datasets.Value('string'), | |
"metrics/Comprehensiveness": datasets.Value('string'), | |
"metrics/Specificity": datasets.Value('string'), | |
"metrics/Hallucination": datasets.Value('string'), | |
"metrics/First few line(s) as tldr": datasets.Value('string'), | |
"metrics/Human Like": datasets.Value('string'), | |
}), | |
"CM_3600": datasets.Features({ | |
"image/key": datasets.Value('string'), | |
"image/url": datasets.Value('string'), | |
"IIW-P5B": datasets.Value('string'), | |
}), | |
"LocNar_Eval": datasets.Features({ | |
"image/key": datasets.Value('string'), | |
"IIW-P5B": datasets.Value('string'), | |
}), | |
} | |
_CM_3600_URL_PATTERN = string.Template("https://open-images-dataset.s3.amazonaws.com/crossmodal-3600/$IMAGE_KEY.jpg") | |
_DOCCI_AAR_THUMBNAIL_URL_PATTERN = string.Template("https://storage.googleapis.com/docci/thumbnails/$IMAGE_KEY.jpg") | |
class ImageInWords(datasets.GeneratorBasedBuilder): | |
"""ImageInWords dataset""" | |
VERSION = datasets.Version("1.0.0") | |
BUILDER_CONFIGS = [ | |
datasets.BuilderConfig(name="IIW-400", version=VERSION, description="IIW-400"), | |
datasets.BuilderConfig(name="DCI_Test", version=VERSION, description="DCI_Test"), | |
datasets.BuilderConfig(name="DOCCI_Test", version=VERSION, description="DOCCI_Test"), | |
datasets.BuilderConfig(name="CM_3600", version=VERSION, description="CM_3600"), | |
datasets.BuilderConfig(name="LocNar_Eval", version=VERSION, description="LocNar_Eval"), | |
] | |
DEFAULT_CONFIG_NAME = "IIW-400" | |
def _info(self): | |
return datasets.DatasetInfo( | |
features=_DATASET_FEATURES[self.config.name], | |
homepage=_HOMEPAGE, | |
description=_DESCRIPTION, | |
license=_LICENSE, | |
) | |
def _split_generators(self, dl_manager): | |
"""Returns SplitGenerators.""" | |
hf_auth_token = dl_manager.download_config.use_auth_token | |
if hf_auth_token is None: | |
raise ConnectionError( | |
"Please set use_auth_token=True or use_auth_token='<TOKEN>' to download this dataset" | |
) | |
downloaded_file = dl_manager.download_and_extract(_DATASET_GITHUB_URLS[self.config.name]) | |
if self.config.name == "LocNar_Eval": | |
split_type = datasets.Split.VALIDATION | |
else: | |
split_type = datasets.Split.TEST | |
return [ | |
datasets.SplitGenerator(name=split_type, gen_kwargs={"filepath": downloaded_file}), | |
] | |
def _generate_examples(self, filepath): | |
match self.config.name: | |
case "IIW-400": | |
return self._generate_examples_iiw_400(filepath) | |
case "DCI_Test": | |
return self._generate_examples_dci_test(filepath) | |
case "DOCCI_Test": | |
return self._generate_examples_docci_test(filepath) | |
case "CM_3600": | |
return self._generate_examples_cm_3600(filepath) | |
case "LocNar_Eval": | |
return self._generate_examples_locnar_eval(filepath) | |
def _generate_examples_iiw_400(filepath): | |
with open(filepath) as fp: | |
for json_line in fp: | |
json_obj = json.loads(json_line.strip()) | |
json_obj["image/thumbnail_url"] = _DOCCI_AAR_THUMBNAIL_URL_PATTERN.substitute(IMAGE_KEY=json_obj["image/key"]) | |
yield json_obj["image/key"], json_obj | |
def _generate_examples_dci_test(filepath): | |
with open(filepath) as fp: | |
for json_line in fp: | |
json_obj = json.loads(json_line.strip()) | |
yield json_obj["image"], json_obj | |
def _generate_examples_docci_test(filepath): | |
with open(filepath) as fp: | |
for json_line in fp: | |
json_obj = json.loads(json_line.strip()) | |
json_obj["image/thumbnail_url"] = _DOCCI_AAR_THUMBNAIL_URL_PATTERN.substitute(IMAGE_KEY=json_obj["image"]) | |
yield json_obj["image"], json_obj | |
def _generate_examples_cm_3600(filepath): | |
with open(filepath) as fp: | |
for json_line in fp: | |
json_obj = json.loads(json_line.strip()) | |
json_obj["image/url"] = _CM_3600_URL_PATTERN.substitute(IMAGE_KEY=json_obj["image/key"]) | |
del json_obj["image/source"] | |
yield json_obj["image/key"], json_obj | |
def _generate_examples_locnar_eval(filepath): | |
with open(filepath) as fp: | |
for json_line in fp: | |
json_obj = json.loads(json_line.strip()) | |
del json_obj["image/source"] | |
yield json_obj["image/key"], json_obj |