Datasets:

fesvhtr
/

CUVA

instruction string	visual_input string	output string	task string	ID string
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00001.mp4	[7-1,5]	Classification	0
Please reason logically and give the root cause of the anomalies in the video in detail	00001.mp4	Three masked people broke the window and broke into the room to commit theft.They left the backyard and left footprints after stealing	Cause	1
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00001.mp4	Windows were damaged and property was stolen.Clothes and debris were taken out and scattered everywhere.There is a lot of dirt on the thief's shoes, making the floor dirty as well	Result	2
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00001.mp4	[0052,0114][0118,0144]	Timestamp	3
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00001.mp4	Three masked thieves entered the house through the backyard to steal,][ damaging the building and stealing property, making the house chaotic and dirty	Description	4
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00002.mp4	[7-1,5]	Classification	5
Please reason logically and give the root cause of the anomalies in the video in detail	00002.mp4	Four masked people broke into the room and were discovered by the owner.Thieves break windows, break doors and cameras during the day, and enter the room	Cause	6
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00002.mp4	The thief was discovered by the owner, who shouted loudly and chased the thief.The owner's pursuit resulted in no property being stolen and no one being injured as a result	Result	7
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00002.mp4	[0002,0124][0131,0208]	Timestamp	8
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00002.mp4	Four thieves broke through the house doors and cameras during the day and entered the room,][ fleeing due to the owner shouting and driving away. No property damage or personal injury	Description	9
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00003.mp4	[6-3,5]	Classification	10
Please reason logically and give the root cause of the anomalies in the video in detail	00003.mp4	The crazy woman robbed a motor vehicle and engaged in dangerous driving behavior.She drove the car crazily and collided with nearby vehicles.	Cause	11
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00003.mp4	The crazy driving of crazy women caused five motor vehicles to be damaged, causing panic among nearby crowds and disrupting surrounding traffic	Result	12
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00003.mp4	[0000,0016][0058,0214]	Timestamp	13
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00003.mp4	Crazy women hijack vehicles, collide with vehicles to intimidate pedestrians,][ ultimately causing vehicle damage and disrupting traffic	Description	14
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00004.mp4	[7-2,5]	Classification	15
Please reason logically and give the root cause of the anomalies in the video in detail	00004.mp4	Masked thieves drive vehicles to steal vehicles on the roadside.In the video, the thief stole a total of four cars.During the theft process, the thief broke the window of the vehicle to complete the theft	Cause	16
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00004.mp4	The thieves stole unmanned vehicles parked on the roadside, and ultimately four vehicles were stolen.The windows of the stolen unmanned vehicle were damaged due to theft	Result	17
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00004.mp4	[0000,0129]	Timestamp	18
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00004.mp4	Masked bandits drove vehicles to steal from unmanned vehicles on the roadside, damaging vehicle windows and stealing property, ultimately resulting in four vehicles suffering losses	Description	19
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00005.mp4	[6-3,5]	Classification	20
Please reason logically and give the root cause of the anomalies in the video in detail	00005.mp4	The crazy woman robbed a motor vehicle and engaged in dangerous driving behavior.She drove the car crazily and collided with nearby vehicles.	Cause	21
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00005.mp4	The crazy driving of crazy women caused five motor vehicles to be damaged, causing panic among nearby crowds and disrupting surrounding traffic	Result	22
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00005.mp4	[0000,0016][0058,0214]	Timestamp	23
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00005.mp4	Crazy women hijack vehicles, collide with vehicles to intimidate pedestrians,][ ultimately causing vehicle damage and disrupting traffic	Description	24
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00006.mp4	[11-1,5]	Classification	25
Please reason logically and give the root cause of the anomalies in the video in detail	00006.mp4	Families gathered in the yard and were attacked by passing vehicles throwing lit fireworks.In a crowded area, someone threw lit fireworks at a police car.Setting off fireworks on the ship, the fireworks unexpectedly exploded on the water surface	Cause	26
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00006.mp4	Family gathering members were frightened by fireworks and some were injured.The police car was attacked by fireworks, but successfully and safely left.Accidental explosion of fireworks on the water surface resulting in personal injury	Result	27
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00006.mp4	[0000,0028][0056,0120]	Timestamp	28
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00006.mp4	Fireworks caused injuries to family members at gatherings, ][police cars were unharmed, and surface fireworks exploded causing injuries to personnel	Description	29
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00007.mp4	枪战	Classification	30
Please reason logically and give the root cause of the anomalies in the video in detail	00007.mp4	Many heavily armed military personnel engaged in fierce exchanges of fire on the bridge.Vehicle continues to move forward and collides	Cause	31
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00007.mp4	A large number of armed personnel engaged in fierce exchanges of fire, resulting in a large number of casualties. A long haired man held a knife and held a woman hostage	Result	32
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00007.mp4	[0000,0249]	Timestamp	33
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00007.mp4	A large number of armed personnel engaged in fierce exchanges of fire, resulting in a large number of casualties. A long haired man held hostages with a knife	Description	34
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00008.mp4	[1-1,5]	Classification	35
Please reason logically and give the root cause of the anomalies in the video in detail	00008.mp4	The man ran on the street and was stopped by gang members, causing arguments and shoving on both sides.Men and gang members have disputes and physical conflicts	Cause	36
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00008.mp4	The man was intercepted by gang members and engaged in verbal physical attacks on both sides, resulting in a fight.The man finally knocked down all the gang members empty-handed	Result	37
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00008.mp4	[0007,0129]	Timestamp	38
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00008.mp4	The man was obstructed by gang members, causing disputes, arguments, and ultimately fighting. Finally, the man knocked down all the gangs empty handed and continued to move forward	Description	39
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00009.mp4	逮捕	Classification	40
Please reason logically and give the root cause of the anomalies in the video in detail	00009.mp4	A woman in sportswear jogging in school,arrested by a police officer disguised as a passerby.A man walked out of a coffee shop holding coffee,stopped by a police car.	Cause	41
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00009.mp4	The woman was arrested by a police officer disguised as a passerby and put on a headsets.The man holding coffee was stopped by a police car and arrested as he walked out of the coffee shop	Result	42
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00009.mp4	[0019,0056]	Timestamp	43
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00009.mp4	A woman and a man were arrested by law enforcement officers at different locations, and the woman was wearing a headsets	Description	44
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00010.mp4	逮捕	Classification	45
Please reason logically and give the root cause of the anomalies in the video in detail	00010.mp4	A man stepped off a plane and was arrested by the waiting police.The police stopped the camera crew from continuing filming during their arrest	Cause	46
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00010.mp4	The man who stepped off the plane was arrested by the police, who controlled him and prevented the camera crew from filming	Result	47
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00010.mp4	[0000,0038]	Timestamp	48
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00010.mp4	The man who stepped off the helicopter was arrested by the police	Description	49
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00011.mp4	[11-1,5]	Classification	50
Please reason logically and give the root cause of the anomalies in the video in detail	00011.mp4	Fireworks are lit on the open and uninhabited flat ground.The ignited fireworks were shot up into the sky a few seconds later.All processes are filmed	Cause	51
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00011.mp4	Fireworks ignited and released in open areas.Fireworks are released into the air, producing sparks and sounds.The process was filmed using a mobile phone	Result	52
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00011.mp4	[0130,0135]	Timestamp	53
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00011.mp4	Texas reporters lit and released fireworks in an open area, and the fireworks soared into the air, emitting sparks and sounds	Description	54
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00012.mp4	[6-1,5]	Classification	55
Please reason logically and give the root cause of the anomalies in the video in detail	00012.mp4	Crowds are looting shops selling alcohol.A couple stole from a liquor store.An old man robbed a convenience store with a knife.A masked pullover robber armed himself with a gun and robbed the cash register of a liquor store	Cause	56
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00012.mp4	Three liquor shops were robbed by a crowd, a couple, and a masked gunman, respectively.A convenience store was robbed by an old man with a knife and took the money	Result	57
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00012.mp4	[0000,0300]	Timestamp	58
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00012.mp4	Four different shops were robbed by four waves of people with or without weapons, taking away goods or cash	Description	59
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00013.mp4	[6-1,5]	Classification	60
Please reason logically and give the root cause of the anomalies in the video in detail	00013.mp4	A man entered the mall, robbed and prepared to take away two televisions with a handcart.The man was stopped while preparing to leave at the entrance of the mall	Cause	61
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00013.mp4	The man who robbed two TV sets in the mall was stopped by the police as he was about to leave at the entrance of the mall. The police flew over the man and arrested him	Result	62
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00013.mp4	[0000,0027]	Timestamp	63
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00013.mp4	The man robbed the TV set in the mall and was caught and arrested by the police who rushed in when he leaving	Description	64
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00014.mp4	[7-2,5]	Classification	65
Please reason logically and give the root cause of the anomalies in the video in detail	00014.mp4	A man lies on the ground during the day and enters the bottom of a vehicle to steal vehicle components.The man lies on the ground at night and enters the bottom of the vehicle to steal vehicle components.Someone saw them stealing	Cause	66
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00014.mp4	Thieves enter the bottom of the vehicle to steal vehicle components, resulting in the loss of vehicle components,Missing vehicle components may cause safety hazards to the vehicle.The theft process was filmed	Result	67
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00014.mp4	[0000,0134]	Timestamp	68
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00014.mp4	Thieves steal vehicle components by lying on the ground and entering the bottom of the vehicle, which can pose a safety hazard to the vehicle	Description	69
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00015.mp4	[7-2,5]	Classification	70
Please reason logically and give the root cause of the anomalies in the video in detail	00015.mp4	Teenagers steal vehicles and drive dangerously on the road. They posted videos of dangerous driving vehicles online	Cause	71
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00015.mp4	The vehicle was stolen and driven away by teenagers, who drove the car dangerously, causing accidents and causing panic among pedestrians and other vehicle drivers	Result	72
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00015.mp4	[0000,0234]	Timestamp	73
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00015.mp4	Teenage offenders steal vehicles and engage in dangerous driving, uploading videos to the internet. Causing a car accident and causing panic	Description	74
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00016.mp4	[5-1,5]	Classification	75
Please reason logically and give the root cause of the anomalies in the video in detail	00016.mp4	Two cars collide on the highway,The vehicles behind collided with another two vehicles due to a traffic accident ahead.Large scale car collisions have caused other vehicles to detour one after another	Cause	76
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00016.mp4	Four cars collided in a series on the highway, causing damage to four cars and obstructing traffic.Large scale car collisions have caused other vehicles to detour one after another	Result	77
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00016.mp4	[0000,0035]	Timestamp	78
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00016.mp4	Four cars collided in a series on the highway, causing damage to four cars and obstructing traffic	Description	79
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00017.mp4	[5-1,5]	Classification	80
Please reason logically and give the root cause of the anomalies in the video in detail	00017.mp4	In the traffic flow, a motorcycle for two people drove between the two cars.The car on the left began to change lanes to the left	Cause	81
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00017.mp4	The motorcycle was hit due to the car changing lanes to the left,After the impact, the motorcycle overturned on the road and people fell off the vehicle	Result	82
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00017.mp4	[0013,0020]	Timestamp	83
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00017.mp4	Due to a lane change, a motorcycle traveling between two vehicles was hit by a car and fell to the ground	Description	84
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00018.mp4	逮捕	Classification	85
Please reason logically and give the root cause of the anomalies in the video in detail	00018.mp4	The police drove to the scene and got off the car to pursue a man on foot,The police couldn't catch up halfway, like a passing vehicle requisitioning vehicles to continue the pursuit	Cause	86
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00018.mp4	The police got off the car and failed to pursue on foot. They requisitioned vehicles from the general public midway to continue their pursuit	Result	87
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00018.mp4	[0016,0118]	Timestamp	88
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00018.mp4	The police got off the car and failed to pursue on foot. They requisitioned vehicles from the general public midway to continue their pursuit	Description	89
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	00019.mp4	[7-1,5]	Classification	90
Please reason logically and give the root cause of the anomalies in the video in detail	00019.mp4	A man passes behind a car, observes and prepares to enter someone else's house.When the man entered the house, he was seen by the woman in the car	Cause	91
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	00019.mp4	The woman in the car saw the man who was about to break into the house to steal and stopped him. The man hurriedly ran away	Result	92
Locate the position of the anomalous segment in the video. Report the start and end timestamps in mmss format rather than seconds, and use the following output format: [xxxx, xxxx]	00019.mp4	[0041,0052]	Timestamp	93
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	00019.mp4	The woman on the roadside car stopped a man from committing a burglary	Description	94
You will be presented with a video clip. After watching the video, please identify and categorize any anomalies or unusual events based on the categories provided below. Ensure you are specific in your description and refer to the categories and sub-categories accurately. Categories for Anomaly Detection: ...	19-1.mp4	[4-1,5]	T1	95
Please reason logically and give the root cause of the anomalies in the video in detail	19-1.mp4	A masked person sprayed slogans on the steps of a public place after observing the vicinity.A man walked back and forth in the parking lot to observe, then took out a key and scratched the door of a car	T2	96
Please reason logically and give a detailed and organized account of the final outcome caused by the unusual events in the video	19-1.mp4	The steps were covered with graffiti by a masked man, saying 'US IMPERIALISM IS THE VIRUS SOCIALIST REVOLUTION'.The car door was scratched by a man with a key	T3	97
Locate the position of the anomalous segment in the video, e.g. how many second to how many second, the output format is as follows: [xxxx, xxxx]	19-1.mp4	[0036,0130]	T4	98
Give a detailed description of the anomalous segment in the video. Please remember to describe the details of the incident	19-1.mp4	[A masked man was doodling on the steps of a public place, while a man used a key to scratch a car in the parking lot]	T5	99

End of preview. Expand in Data Studio

CUVA

Official dataset for Paper: Uncovering What, Why and How: A Comprehensive Benchmark for Causation Understanding of Video Anomaly (CVPR2024)
Paper Link: https://arxiv.org/abs/2405.00181
Github Link: https://github.com/fesvhtr/CUVA

Load annotation from Hugging Face Hub

from datasets import load_dataset

full_ds = load_dataset("fesvhtr/CUVA", split="full")
test_ds = load_dataset("fesvhtr/CUVA", split="test")

Download Video Archives

For the original video files, download the archives explicitly from the dataset repository.

Download one archive into the Hugging Face cache:

from huggingface_hub import hf_hub_download

zip_path = hf_hub_download(
    repo_id="fesvhtr/CUVA",
    repo_type="dataset",
    filename="raw/group_0.zip",
)
print(zip_path)

Download the whole repository snapshot:

from huggingface_hub import snapshot_download

repo_dir = snapshot_download(
    repo_id="fesvhtr/CUVA",
    repo_type="dataset",
)
print(repo_dir)

If needed, download files to a specific local folder instead of only using the default cache:

from huggingface_hub import snapshot_download

repo_dir = snapshot_download(
    repo_id="fesvhtr/CUVA",
    repo_type="dataset",
    local_dir="cuva_local",
)

After extracting the archives, locate a video by searching for visual_input:

from pathlib import Path

sample = test_ds[0]
video_name = sample["visual_input"]
video_path = next(Path("videos").rglob(video_name))
print(video_path)

Load from Local Files

from datasets import load_dataset

ds = load_dataset(
    "parquet",
    data_files={
        "full": "data/all.parquet",
        "test": "data/test.parquet",
    },
)