File size: 4,216 Bytes
2b2ae2b | 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 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 | import json
import os
# # >>> CLEVR
# with open("../transformer/data/clevr/splits.json", "r") as f:
# splits = json.load(f)
# # Change Captions
# with open("../transformer/data/clevr/change_captions.json", "r") as f:
# change_captions = json.load(f)
# # no_change Captions
# with open("../transformer/data/clevr/no_change_captions.json", "r") as f:
# no_change_captions = json.load(f)
# images = []
# annotations = []
# for image_id in splits["train"] + splits["val"] + splits["test"]:
# images.append({
# "id": f"{image_id:0>6}c",
# "file_name": f"{image_id:0>6}c"
# })
# images.append({
# "id": f"{image_id:0>6}nc",
# "file_name": f"{image_id:0>6}nc"
# })
# idx = 0
# for image_id in splits["train"] + splits["val"] + splits["test"]:
# key = f"CLEVR_default_{image_id:0>6}.png"
# change_caption = change_captions[key]
# no_change_caption = no_change_captions[key]
# for caption in change_caption:
# annotations.append({
# "image_id": f"{image_id:0>6}c",
# "id": idx,
# "caption": caption,
# })
# idx += 1
# for caption in no_change_caption:
# annotations.append({
# "image_id": f"{image_id:0>6}nc",
# "id": idx,
# "caption": caption,
# })
# idx += 1
# with open("./clevr_data/total_change_captions_reformat.json", "wt") as f:
# json.dump({"images": images, "annotations": annotations}, f)
# # <<<
# # >>> Spot-the-Diff
# with open("../transformer/data/spot/captions/filter_test.json", "r") as f:
# spot_captions = json.load(f)
# with open("../transformer/data/spot/captions/filter_train.json", "r") as f:
# spot_captions += json.load(f)
# with open("../transformer/data/spot/captions/filter_val.json", "r") as f:
# spot_captions += json.load(f)
# images = []
# annotations = []
# idx = 0
# for item in spot_captions:
# image_id, captions = item["img_id"], item["sentences"]
# images.append({
# "id": image_id,
# "file_name": image_id
# })
# for caption in captions:
# annotations.append({
# "image_id": image_id,
# "id": idx,
# "caption": caption,
# })
# idx += 1
# with open("./spot_data/total_change_captions_reformat.json", "wt") as f:
# json.dump({"images": images, "annotations": annotations}, f)
# # <<<
# # >>> Image-Editing-Request
# with open("../transformer/data/edit/test.json", "r") as f:
# edit_captions = json.load(f)
# with open("../transformer/data/edit/train.json", "r") as f:
# edit_captions += json.load(f)
# with open("../transformer/data/edit/val.json", "r") as f:
# edit_captions += json.load(f)
# images = []
# annotations = []
# idx = 0
# for item in edit_captions:
# image_id, captions = item["uid"], item["sents"]
# images.append({
# "id": image_id,
# "file_name": image_id
# })
# for caption in captions:
# annotations.append({
# "image_id": image_id,
# "id": idx,
# "caption": caption,
# })
# idx += 1
# with open("./edit_data/total_change_captions_reformat.json", "wt") as f:
# json.dump({"images": images, "annotations": annotations}, f)
# # <<<
# >>> Refined Spot-the-Diff
with open("./refined_spot_data/reformat_train.json", "r") as f:
refined_spot_captions = json.load(f)
with open("./refined_spot_data/reformat_val.json", "r") as f:
refined_spot_captions += json.load(f)
with open("./refined_spot_data/reformat_test.json", "r") as f:
refined_spot_captions += json.load(f)
images = []
annotations = []
idx = 0
for item in refined_spot_captions:
image_id, captions = item["img_id"], item["sentences"]
images.append({
"id": image_id,
"file_name": image_id
})
for caption in captions:
annotations.append({
"image_id": image_id,
"id": idx,
"caption": caption,
})
idx += 1
with open("./refined_spot_data/total_change_captions_reformat.json", "wt") as f:
json.dump({"images": images, "annotations": annotations}, f)
# <<< |