ekazakos/grove
Video-Text-to-Text
β’
8B
β’
Updated
β’
32
_id
string | video_id
string | clip_id
string | clip_num_frames
string | fps
float64 | width
int64 | height
int64 | clip_start_frame
int64 | clip_end_frame
int64 | caption
string | phrases
list | bboxes
list | labels
list | tagged_caption
string | video_fname
string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
uWlxppTsZo8_0
|
uWlxppTsZo8
|
0
|
49
| 29.97003
| 341
| 256
| 1,618
| 1,858
|
a person is pouring something from a sauce bottle into a spoon and then adding it from the spoon into a bowl.
|
[
"person",
"sauce bottle",
"spoon",
"bowl"
] |
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[
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],
[
"person",
"bowl"
]
] |
a <p>person</p> is pouring something from a <p>sauce bottle</p> into a <p>spoon</p> and then adding it from the spoon into a <p>bowl</p>.
|
uWlxppTsZo8.mp4
|
vlFZCvf9lGo_0
|
vlFZCvf9lGo
|
0
|
49
| 29.97003
| 455
| 256
| 179
| 419
|
a woman is unzipping the zipper of the bag.
|
[
"woman",
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],
[
"woman",
"bag"
]
] |
a <p>woman</p> is unzipping the zipper of the <p>bag</p>.
|
vlFZCvf9lGo.mp4
|
SqGSAu1xJY4_1
|
SqGSAu1xJY4
|
1
|
49
| 29.97003
| 455
| 256
| 2,577
| 2,817
|
a person's hands are adding a liquid substance from a jug to a glass through a strainer and then holding a wine glass.
|
[
"person's hands",
"jug",
"strainer",
"wine glass"
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[
"person's hands",
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[
"person's hands",
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]
] |
a <p>person's hands</p> are adding a liquid substance from a <p>jug</p> to a glass through a <p>strainer</p> and then holding a <p>wine glass</p>.
|
SqGSAu1xJY4.mp4
|
zZgnYtfQnFQ_1
|
zZgnYtfQnFQ
|
1
|
41
| 25
| 341
| 256
| 450
| 650
|
a woman is cutting paper by using a knife and then folding that paper.
|
[
"woman",
"paper",
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] |
a <p>woman</p> is cutting <p>paper</p> by using a <p>knife</p> and then folding that paper.
|
zZgnYtfQnFQ.mp4
|
Xowm4vf13uo_1
|
Xowm4vf13uo
|
1
|
49
| 29.97003
| 455
| 256
| 12,707
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|
someone is stirring food in the electric cooker with a spatula.
|
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"electric cooker",
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] |
someone is stirring food in the <p>electric cooker</p> with a <p>spatula</p>.
|
Xowm4vf13uo.mp4
|
TTrVIXsLmmI_1
|
TTrVIXsLmmI
|
1
|
49
| 29.97003
| 455
| 256
| 9,530
| 9,770
|
a person is wiping a plastic piece by using an object.
|
[
"person",
"plastic piece",
"object"
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[
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[
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[
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[
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[
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[
"person",
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],
[
"person",
"plastic piece"
],
[
"person",
"plastic piece"
]
] |
a <p>person</p> is wiping a <p>plastic piece</p> by using an <p>object</p>.
|
TTrVIXsLmmI.mp4
|
JNjGJb2qDcA_0
|
JNjGJb2qDcA
|
0
|
41
| 25
| 455
| 256
| 13,600
| 13,800
|
a person is attaching objects with each other.
|
[
"person",
"objects"
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] |
a <p>person</p> is attaching <p>objects</p> with each other.
|
JNjGJb2qDcA.mp4
|
M76rheHgWV0_1
|
M76rheHgWV0
|
1
|
48
| 29.97003
| 455
| 256
| 7,942
| 8,181
|
a person's hand is stirring something in a casserole by using a spatula.
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[
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],
[
"casserole"
]
] |
a <p>person's hand</p> is stirring something in a <p>casserole</p> by using a <p>spatula</p>.
|
M76rheHgWV0.mp4
|
yBXyUr_hGhM_1
|
yBXyUr_hGhM
|
1
|
48
| 29.97003
| 455
| 256
| 9,890
| 10,129
|
a person is stirring something in a bowl by using a spatula.
|
[
"person",
"bowl",
"spatula"
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"person",
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[
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"person",
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[
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[
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[
"person",
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"spatula"
],
[
"person",
"bowl",
"spatula"
],
[
"person",
"bowl",
"spatula"
]
] |
a <p>person</p> is stirring something in a <p>bowl</p> by using a <p>spatula</p>.
|
yBXyUr_hGhM.mp4
|
bpQ4QQJ-9g8_0
|
bpQ4QQJ-9g8
|
0
|
41
| 25
| 455
| 256
| 4,050
| 4,250
|
a person is mixing something in a bowl by using a spoon.
|
[
"person",
"bowl",
"spoon"
] |
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],
[
"person",
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"spoon"
],
[
"person",
"bowl",
"spoon"
]
] |
a <p>person</p> is mixing something in a <p>bowl</p> by using a <p>spoon</p>.
|
bpQ4QQJ-9g8.mp4
|
5JSfu3E4CHw_0
|
5JSfu3E4CHw
|
0
|
48
| 29.412
| 455
| 256
| 16,206
| 16,441
|
a person is eating food using a fork.
|
[
"person",
"food",
"fork"
] |
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[
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"person",
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[
"person",
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]
] |
a <p>person</p> is eating <p>food</p> using a <p>fork</p>.
|
5JSfu3E4CHw.mp4
|
Omu-X6bSD7g_1
|
Omu-X6bSD7g
|
1
|
48
| 29.97003
| 455
| 256
| 5,994
| 6,233
|
a person's hands are tying a knot using threads.
|
[
"person's hands",
"threads"
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] |
a <p>person's hands</p> are tying a knot using <p>threads</p>.
|
Omu-X6bSD7g.mp4
|
zJsZg3msgvE_0
|
zJsZg3msgvE
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0
|
48
| 23.976024
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| 4,987
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a man is taking a baking tray out of the oven and then placing donuts from a baking tray to a grill tray and then flipping the donuts.
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] |
a <p>man</p> is taking a <p>baking tray</p> out of the oven and then placing <p>donuts</p> from a baking tray to a <p>grill tray</p> and then flipping the donuts.
|
zJsZg3msgvE.mp4
|
OLtlU8P9JRo_1
|
OLtlU8P9JRo
|
1
|
49
| 23.976024
| 455
| 256
| 3,332
| 3,524
|
a person is using a bread knife to cut the breads in half and then removing the interior of the breads with hands.
|
[
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a <p>person</p> is using a <p>bread knife</p> to cut the <p>breads</p> in half and then removing the interior of the breads with hands.
|
OLtlU8P9JRo.mp4
|
OHDDxS0kQPw_0
|
OHDDxS0kQPw
|
0
|
49
| 29.97003
| 455
| 256
| 21,668
| 21,908
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a man is inserting nails in a wooden block by using a nail gun.
|
[
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[
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[
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[
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[
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[
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[
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],
[
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],
[
"man",
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],
[
"man",
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],
[
"man",
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],
[
"man",
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[
"man",
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[
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[
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],
[
"man",
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"nail gun"
],
[
"man",
"wooden block",
"nail gun"
]
] |
a <p>man</p> is inserting nails in a <p>wooden block</p> by using a <p>nail gun</p>.
|
OHDDxS0kQPw.mp4
|
P4YSxLy_U9o_0
|
P4YSxLy_U9o
|
0
|
41
| 25
| 455
| 256
| 4,200
| 4,400
|
a person is knotting a thread on wrapped item.
|
[
"person",
"wrapped item"
] |
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[
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[
"person",
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[
"person",
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],
[
"person",
"wrapped item"
]
] |
a <p>person</p> is knotting a thread on <p>wrapped item</p>.
|
P4YSxLy_U9o.mp4
|
ciHjRV-wRvg_1
|
ciHjRV-wRvg
|
1
|
41
| 25
| 455
| 256
| 5,925
| 6,125
|
a person is blending the egg yolks in a bowl by using a hand blender.
|
[
"person",
"bowl",
"hand blender"
] |
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[
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[
"person",
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]
] |
a <p>person</p> is blending the egg yolks in a <p>bowl</p> by using a <p>hand blender</p>.
|
ciHjRV-wRvg.mp4
|
mne2SdVqzwM_1
|
mne2SdVqzwM
|
1
|
48
| 29.97003
| 455
| 256
| 9,920
| 10,159
|
a person's hands are dipping a butter brush in a butter melting pot and then applying something to the doughs with that butter brush.
|
[
"person's hands",
"butter brush",
"butter melting pot",
"doughs"
] |
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] |
a <p>person's hands</p> are dipping a <p>butter brush</p> in a <p>butter melting pot</p> and then applying something to the <p>doughs</p> with that butter brush.
|
mne2SdVqzwM.mp4
|
vxWSN60i5ew_0
|
vxWSN60i5ew
|
0
|
49
| 29.97003
| 455
| 256
| 16,243
| 16,483
|
a person's hands are tightening the wire to the car speaker amplifier by using a screwdriver.
|
[
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[
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[
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[
"person's hands",
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]
] |
a <p>person's hands</p> are tightening the <p>wire</p> to the <p>car speaker amplifier</p> by using a <p>screwdriver</p>.
|
vxWSN60i5ew.mp4
|
bkLrAZHAV8s_0
|
bkLrAZHAV8s
|
0
|
49
| 29.97003
| 455
| 256
| 6,023
| 6,263
|
a person's hand is cooking some food item by using kitchen tongs.
|
[
"person's hand",
"kitchen tongs"
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[]
] |
[
[
"person's hand",
"kitchen tongs"
],
[
"person's hand",
"kitchen tongs"
],
[
"person's hand",
"kitchen tongs"
],
[
"person's hand",
"kitchen tongs"
],
[
"person's hand",
"kitchen tongs"
],
[
"person's hand",
"kitchen tongs"
],
[
"person's hand",
"kitchen tongs"
],
[
"person's hand",
"kitchen tongs"
],
[
"person's hand",
"kitchen tongs"
],
[
"person's hand",
"kitchen tongs"
],
[],
[],
[],
[],
[],
[],
[],
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[],
[],
[],
[],
[]
] |
a <p>person's hand</p> is cooking some food item by using <p>kitchen tongs</p>.
|
bkLrAZHAV8s.mp4
|
This repo contains the manually annotated dataset, iGround, introduced in the paper "Large-scale Pre-training for Grounded Video Caption Generation".
You can load each configuration and split directly with the π€ Datasets library:
from datasets import load_dataset
repo = "ekazakos/iGround"
# Available configs:
# - data_processed
# - data_raw
# - keys
#
# Each config includes the standard splits: train, val, and test.
# data_processed: annotations after processing used to train GROVE.
# Processing merges multiple instances of the same object type in a clip
# into a single annotation by taking the union of all boxes for that instance.
ds_proc_train = load_dataset(repo, "data_processed", split="train")
ds_proc_val = load_dataset(repo, "data_processed", split="val")
ds_proc_test = load_dataset(repo, "data_processed", split="test")
# data_raw: raw annotations without any processing.
# The same object type can appear multiple times in a video,
# with distinct bounding boxes per instance and per frame.
ds_raw_train = load_dataset(repo, "data_raw", split="train")
ds_raw_val = load_dataset(repo, "data_raw", split="val")
ds_raw_test = load_dataset(repo, "data_raw", split="test")
# keys: contains the corresponding video_ids for the above splits.
ds_keys_train = load_dataset(repo, "keys", split="train")
ds_keys_val = load_dataset(repo, "keys", split="val")
bash scripts/download_iGround.sh iGround_links.txt /path/to/iground_videos_dir
If you use this dataset, please cite:
@inproceedings{kazakos2025grove,
title = {Large-scale Pre-training for Grounded Video Caption Generation},
author = {Evangelos Kazakos and Cordelia Schmid and Josef Sivic},
booktitle = {Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)},
year = {2025}
}