Datasets:

mtastan
/

ASHEN-Dataset

video,label,video_path,start1,end1,start2,end2,notes
Arson009_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson009_x264.mp4,150,743,-1,-1,"manual annotation: suspect contacts vehicle at 0:05, ignition at ~0:09, fire continues to end"
Arson010_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson010_x264.mp4,540,1140,1980,2760,manual annotation: first vehicle tamper/setup at 0:18-0:38; second ignition/fire sequence at 1:06-1:32
Arson013_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson013_x264.mp4,3930,5700,-1,-1,manual annotation: suspect enters/acts near counter at ~2:11; smoke/fire becomes visible from ~2:56 and continues until camera cut at ~3:10
Arson023_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson023_x264.mp4,720,1360,-1,-1,manual annotation: suspect starts active contact with vehicle at ~0:24; ignition at ~0:42.5; fire continues to end
Arson024_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson024_x264.mp4,1230,3366,-1,-1,manual annotation: suspect/action begins at ~0:41; large ignition/fire at ~0:48; smoke/fire continues to end
Arson026_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson026_x264.mp4,4080,5899,-1,-1,manual annotation: visible smoke/fire condition becomes clear at ~2:16 and persists to end; earlier crowd movement treated as context
Arson045_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson045_x264.mp4,3495,3753,-1,-1,manual annotation: suspect enters/runs into scene at ~1:56.5; flame appears at ~1:59 and burns to end
Arson049_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson049_x264.mp4,0,386,-1,-1,manual annotation: fire is already visible at first frame and continues through the full short clip
Arson057_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson057_x264.mp4,450,525,990,1065,"manual annotation: visible fire burst, 0:15.0-0:17.5; replay fire segment, 0:33.0-0:35.5"
Arson058_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson058_x264.mp4,0,1058,-1,-1,manual annotation: suspect leaves scene at start; smoke/fire visible from ~0:04.25 and continues to end
Arson062_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson062_x264.mp4,1095,1470,1605,1788,"manual annotation: ignition/fire and replay package, 0:36.5-0:49.0; final replay/fire segment, 0:53.5-end"

Arson068_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson068_x264.mp4,105,517,-1,-1,manual annotation: fire/glow starts at doorway around 0:03.5; large flame from ~0:04.5 and continues to end

Arson069_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson069_x264.mp4,974,1454,1528,1973,"manual annotation: first fire/replay segment, 0:32.5-0:48.5; second fire segment, 0:51.0-end"

Arson072_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson072_x264.mp4,0,996,-1,-1,manual annotation: two people actively manipulate vehicle/motor from start; small flame appears around 0:13-0:14 and grows into fire through end

Arson085_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson085_x264.mp4,256,394,-1,-1,manual annotation: no visible fire; police arson clip shows suspected person entering road scene around 0:10.25 and leaving frame around 0:15.75

Arson092_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson092_x264.mp4,48,647,-1,-1,manual annotation: suspected person visible from ~0:02; fire/smoke cut begins around 0:17.5 and continues until police card around 0:27

Arson095_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson095_x264.mp4,138,1201,-1,-1,manual annotation: suspect/bicycle enters scene around 0:05.5 and remains near left edge; fire ignites around 0:36.75 and continues to end

Arson096_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson096_x264.mp4,97,959,-1,-1,"manual annotation: motorcycle/suspects set up near shop from ~0:03.25; ignition around 0:25.75, large flames until ~0:31, departure begins around 0:32"

Arson099_x264.mp4,Arson,E:/Workspace/ashen/data/ashen-dataset/anomaly/Arson/Arson099_x264.mp4,294,1202,-1,-1,manual annotation: suspect enters elevator/lobby around 0:11.75 and manipulates display/panel at 0:15-0:19.5; smoke/fire visible from ~0:40 and flame view continues to end

Assault011_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault011_x264.mp4,390,540,660,810,"manual annotation: first physical assault/chase at left side, 0:13-0:18; second assault/chase burst, 0:22-0:27; later crowd is aftermath"

Assault013_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault013_x264.mp4,555,2379,-1,-1,manual annotation: clear assault begins with rapid attack/fall around 0:18.5; physical struggle and ground contact continue through clip end

Assault014_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault014_x264.mp4,615,705,-1,-1,"manual annotation: clearest assault/contact at car side and open door, about 0:20.5-0:23.5; surrounding approach/aftermath left out"

Assault017_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault017_x264.mp4,630,990,-1,-1,"manual annotation: clearest aggressive physical contact/struggle near parked car, about 0:21-0:33; earlier approach and later departure excluded"

Assault027_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault027_x264.mp4,4980,5640,-1,-1,"manual annotation: clear assault escalation and knockdown, about 2:46-3:08; earlier argument excluded"

Assault041_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault041_x264.mp4,3120,3300,-1,-1,"manual annotation: clearest office assault/contact and forced movement toward doorway, about 1:44-1:50; surrounding argument excluded"

Assault044_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault044_x264.mp4,0,764,-1,-1,manual annotation: continuous group assault from clip start; victim remains on ground with physical contact through clip end

Assault046_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault046_x264.mp4,0,952,-1,-1,manual annotation: victim on ground with continuous assault/contact from clip start through end

Assault054_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault054_x264.mp4,100,249,-1,-1,manual annotation: assault/contact begins near glass-door area around 0:04; victim remains down/physical interaction continues through clip end

Assault055_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault055_x264.mp4,163,250,-1,-1,manual annotation: physical assault/ground struggle becomes clear around 0:06.5 and continues through clip end

Assault058_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault058_x264.mp4,40,230,-1,-1,manual annotation: physical confrontation/assault starts around 0:01.6 and continues through struggle/aftermath until about 0:09.2

Assault069_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault069_x264.mp4,86,215,-1,-1,manual annotation: physical assault in waiting-room area starts around 0:03.4 and resolves into separation/aftermath by about 0:08.6

Assault073_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault073_x264.mp4,90,180,-1,-1,manual annotation: close-range aggressive physical contact/threat at counter starts around 0:03.6 and continues until about 0:07.2

Assault075_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault075_x264.mp4,0,202,-1,-1,manual annotation: masked aggressive intrusion/physical threat is visible from clip start and continues through the end

Assault080_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault080_x264.mp4,0,262,-1,-1,"manual annotation: ongoing counter-side assault/threat context is visible from clip start through clip end, with limited camera detail"

Assault083_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault083_x264.mp4,0,264,-1,-1,manual annotation: counter-side assault/threat sequence is active from clip start and continues through the end

Assault095_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault095_x264.mp4,0,244,-1,-1,manual annotation: close-range counter assault/threat sequence is visible from the first frame through clip end

Assault098_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault098_x264.mp4,0,267,-1,-1,manual annotation: ongoing close-range assault/threat around the counter area is visible from clip start through clip end

Assault100_x264.mp4,Assault,E:/Workspace/ashen/data/ashen-dataset/anomaly/Assault/Assault100_x264.mp4,41,200,-1,-1,manual annotation: assailant enters/initiates counter-side threat around 0:01.7 and the incident continues through clip end

Burglary004_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary004_x264.mp4,0,1664,-1,-1,manual annotation: ATM burglary/tampering is active from clip start and continues until offender/vehicle leaves around 0:55.5

Burglary008_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary008_x264.mp4,1200,2850,-1,-1,manual annotation: restaurant burglary/theft activity begins around 0:40 and ends before the edited outro around 1:35

Burglary009_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary009_x264.mp4,882,1675,-1,-1,manual annotation: break-in/burglary action starts around 0:29.4 and ends after the offender leaves around 0:55.8

Burglary012_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary012_x264.mp4,0,1698,-1,-1,manual annotation: burglary/intrusion activity is visible from clip start and continues through clip end

Burglary021_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary021_x264.mp4,53,318,848,1431,"manual annotation: two burglary/loading intervals, first vehicle approach/loading around 0:01.8-0:10.6 and second active loading/theft around 0:28.3-0:47.7"

Burglary028_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary028_x264.mp4,0,888,-1,-1,manual annotation: night burglary/tampering sequence is active from clip start until the camera becomes obscured around 0:29.6

Burglary042_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary042_x264.mp4,150,3720,-1,-1,manual annotation: home intrusion/burglary begins around 0:05 and remains active through the final visible movement around 2:04

Burglary049_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary049_x264.mp4,318,8582,-1,-1,manual annotation: jewelry-store burglary/shop intrusion begins with entry around 0:10.6 and remains active through the store-side theft sequence until about 4:46

Burglary050_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary050_x264.mp4,79,828,-1,-1,manual annotation: masked store burglary/intrusion starts around 0:02.6 and ends before the logo outro around 0:27.6

Burglary055_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary055_x264.mp4,194,2522,-1,-1,manual annotation: vehicle-assisted burglary/theft sequence starts with car arrival around 0:06.5 and ends as the vehicle leaves around 1:24

Burglary065_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary065_x264.mp4,3232,8402,-1,-1,manual annotation: suspect/property-entry activity begins around 1:47.7 and the vehicle-assisted burglary sequence continues until the car leaves around 4:40

Burglary066_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary066_x264.mp4,76,1675,-1,-1,manual annotation: burglary/tampering begins with approach around 0:02.5 and continues until the offender flees around 0:55.8

Burglary067_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary067_x264.mp4,0,1312,-1,-1,manual annotation: outdoor burglary/tampering is already active at clip start and continues through clip end

Burglary069_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary069_x264.mp4,726,2105,-1,-1,manual annotation: indoor burglary/search activity begins when the intruder enters around 0:24.2 and continues through clip end

Burglary078_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary078_x264.mp4,0,300,-1,-1,manual annotation: door/entry burglary attempt is active from clip start and continues through clip end

Burglary083_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary083_x264.mp4,0,5880,-1,-1,"manual annotation: low-confidence; driveway surveillance clip has no clearly localized visible burglary in sampled frames, marked full clip for anomaly-context review"

Burglary087_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary087_x264.mp4,76,1453,1988,2141,manual annotation: main home burglary/search sequence around 0:02.5-0:48.4 plus a short second re-entry around 1:06.3-1:11.4

Burglary099_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary099_x264.mp4,46,1333,-1,-1,manual annotation: bedroom intrusion/burglary begins when the intruder enters around 0:01.5 and continues through clip end

Burglary100_x264.mp4,Burglary,E:/Workspace/ashen/data/ashen-dataset/anomaly/Burglary/Burglary100_x264.mp4,4500,7405,-1,-1,manual annotation: visible night burglary/tampering movement appears around 2:30 and continues through clip end

Fighting004_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting004_x264.mp4,0,16777,-1,-1,"manual annotation: long pool-hall fighting/confrontation sequence recurs throughout the clip, marked full clip"

Fighting011_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting011_x264.mp4,1705,8240,-1,-1,manual annotation: holding-cell fight begins around 0:56.8 and physical struggle/intervention continues through clip end

Fighting015_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting015_x264.mp4,0,9925,-1,-1,manual annotation: store fight/physical confrontation is already active at clip start and continues intermittently through clip end

Fighting017_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting017_x264.mp4,645,1218,1361,2078,"manual annotation: first visible street fight around 0:21.5-0:40.6, second crowd/continuation segment from about 0:45.4 through clip end"

Fighting018_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting018_x264.mp4,96,1102,-1,-1,manual annotation: corridor fight starts after intro around 0:03.2 and ends before martial-arts graphic/outro around 0:36.7

Fighting020_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting020_x264.mp4,0,2207,-1,-1,manual annotation: street fight/crowd physical confrontation is active from clip start through clip end

Fighting021_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting021_x264.mp4,861,3075,-1,-1,manual annotation: street fight/crowd physical confrontation starts around 0:28.7 and continues until dispersal around 1:42.5

Fighting022_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting022_x264.mp4,0,4353,-1,-1,manual annotation: crowd fight/riot-like physical confrontation is active from clip start through clip end

Fighting023_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting023_x264.mp4,283,848,-1,-1,manual annotation: CCTV fight/attempted robbery starts after title around 0:09.4 and ends before outro around 0:28.3

Fighting025_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting025_x264.mp4,0,4781,-1,-1,manual annotation: large indoor/prison-area fight is active from clip start and continues through clip end

Fighting029_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting029_x264.mp4,151,4375,-1,-1,manual annotation: market fight/physical confrontation is visible from about 0:05 and continues through clip end

Fighting045_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting045_x264.mp4,204,5915,-1,-1,manual annotation: street fight/crowd intervention begins after black intro around 0:06.8 and continues through clip end

Fighting067_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting067_x264.mp4,369,2143,-1,-1,manual annotation: escalator/station fight begins around 0:14.8 and edited fight/aftermath continues through clip end

Fighting070_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting070_x264.mp4,0,3164,-1,-1,manual annotation: street fight/crowd assault is active from clip start and continues through clip end

Fighting078_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting078_x264.mp4,443,2659,-1,-1,manual annotation: tavern fight sequence starts after title around 0:14.8 and ends before outro around 1:28.7

Fighting080_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting080_x264.mp4,0,1153,-1,-1,manual annotation: outdoor physical fight is active from clip start and continues until the crowd begins to disperse around 0:46.1

Fighting082_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting082_x264.mp4,168,531,-1,-1,manual annotation: bathroom/indoor physical assault starts around 0:05.6 and ends when the attacker leaves around 0:17.7

Fighting088_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting088_x264.mp4,626,2112,-1,-1,manual annotation: street fight/crowd assault becomes clear around 0:20.9 and continues until about 1:10.5 before outro

Fighting090_x264.mp4,Fighting,E:/Workspace/ashen/data/ashen-dataset/anomaly/Fighting/Fighting090_x264.mp4,186,1799,-1,-1,manual annotation: holding-cell fight begins around 0:06.2 and physical struggle/intervention continues through clip end

Robbery005_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery005_x264.mp4,285,856,-1,-1,manual annotation: counter/store robbery sequence starts after intro around 0:09.5 and continues until the camera cut around 0:28.5

Robbery008_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery008_x264.mp4,0,2257,-1,-1,manual annotation: counter robbery is active from clip start and continues through clip end

Robbery019_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery019_x264.mp4,0,5761,-1,-1,manual annotation: jewelry/counter robbery is active from clip start and continues through clip end

Robbery020_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery020_x264.mp4,0,4251,-1,-1,manual annotation: confined-room robbery/threat context is active from clip start and continues until the offender prepares to leave around 2:21.7

Robbery022_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery022_x264.mp4,363,3512,-1,-1,manual annotation: ATM robbery begins when hooded offender enters around 0:12.1 and continues until the offender leaves around 1:57

Robbery046_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery046_x264.mp4,118,470,-1,-1,manual annotation: masked robbery begins around 0:03.9 and ends as the offender exits around 0:15.7

Robbery053_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery053_x264.mp4,633,1392,-1,-1,manual annotation: street robbery/threat begins around 0:21.1 and ends as the offender leaves around 0:46.4

Robbery055_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery055_x264.mp4,329,9222,-1,-1,manual annotation: office/counter robbery begins after black intro around 0:11 and continues until logo/outro around 5:07

Robbery059_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery059_x264.mp4,0,9654,-1,-1,manual annotation: market/counter robbery is active from clip start and smoke/aftermath continues through clip end

Robbery060_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery060_x264.mp4,218,1743,-1,-1,manual annotation: office/counter robbery starts around 0:07.3 and continues until the offender leaves around 0:58.1

Robbery062_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery062_x264.mp4,622,2614,-1,-1,manual annotation: indoor bank/office robbery begins around 0:20.7 and continues until the main indoor event ends around 1:27.1

Robbery065_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery065_x264.mp4,378,2144,-1,-1,manual annotation: office robbery/assault begins as intruders enter around 0:12.6; victim restrained on floor and offenders leave around 1:11.5

Robbery068_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery068_x264.mp4,187,394,-1,-1,manual annotation: market robbery begins as offender enters/approaches around 0:06.2 and continues until escape near clip end

Robbery075_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery075_x264.mp4,154,2767,-1,-1,manual annotation: CCTV intro excluded; counter/room robbery interaction starts around 0:05.1 and ends as offender exits around 1:32.2

Robbery085_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery085_x264.mp4,0,1874,-1,-1,manual annotation: robbery is already active at first frame and continues through clip end

Robbery091_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery091_x264.mp4,401,1804,-1,-1,manual annotation: shop robbery begins when offender enters counter area around 0:13.4 and ends after exit around 1:00

Robbery092_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery092_x264.mp4,268,626,-1,-1,manual annotation: store robbery/threat begins around 0:08.9 and ends as offender leaves around 0:20.9

Robbery095_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery095_x264.mp4,465,1062,-1,-1,manual annotation: outdoor robbery/struggle starts as motorbike approaches victim around 0:15.5 and resolves after group interaction around 0:35.4

Robbery097_x264.mp4,Robbery,E:/Workspace/ashen/data/ashen-dataset/anomaly/Robbery/Robbery097_x264.mp4,1303,3164,-1,-1,manual annotation: jewelry/store robbery begins when offender enters around 0:43.4 and continues until offender leaves around 1:45.5

Explosion003_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion003_x264.mp4,120,160,-1,-1,manual annotation: dashcam explosion/toz bulutu first becomes clear around frame 120 and main visible blast plume dissipates by frame 160

Explosion008_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion008_x264.mp4,1020,1500,-1,-1,manual annotation: explosion plume becomes clearly visible around frame 1020; heavy smoke/blast aftermath dominates scene until about frame 1500

Explosion010_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion010_x264.mp4,285,1250,1500,2350,manual annotation: first raw explosion/smoke segment spans about frames 285-1250; second visible flame/smoke segment after edit cut spans about frames 1500-2350

Explosion015_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion015_x264.mp4,60,420,-1,-1,manual annotation: bright roadside explosion/fire begins around frame 60; dense smoke/fire event remains dominant until about frame 420

Explosion017_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion017_x264.mp4,1030,1450,-1,-1,manual annotation: gas-station fire/explosion becomes visible around frame 1030 and active flame/chaotic blast aftermath continues until about frame 1450

Explosion023_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion023_x264.mp4,550,2335,-1,-1,manual annotation: first visible ignition/sparks begin around frame 550; event escalates into larger blast/fire and remains active through clip end

Explosion028_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion028_x264.mp4,280,700,-1,-1,manual annotation: small street explosion at upper-left becomes visible around frame 280; smoke/aftermath remains visible until about frame 700

Explosion032_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion032_x264.mp4,1000,1350,1620,3154,manual annotation: first camera shows black smoke/fire blast around frames 1000-1350; second plant-view blast/fire line starts around frame 1620 and continues through clip end

Explosion040_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion040_x264.mp4,200,2755,-1,-1,manual annotation: vehicle fire/explosion becomes clearly visible around frame 200 and active fire/smoke continues through clip end

Explosion041_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion041_x264.mp4,100,880,-1,-1,manual annotation: crowd scene is normal until just before frame 120; blast and dense smoke dominate from about frame 100 through frame 880

Explosion045_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion045_x264.mp4,18400,141900,-1,-1,manual annotation: distant fire/glow becomes visible around frame 18400; large active fire and emergency response continue through the end of this long surveillance clip

Explosion068_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion068_x264.mp4,267,400,445,667,manual annotation: first CCTV explosion/smoke segment spans frames 267-400; replay/color segment with visible blast smoke spans frames 445-667

Explosion069_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion069_x264.mp4,1565,2769,-1,-1,manual annotation: visible fire/explosion evidence appears around frame 1565; smoke/fire aftermath continues through clip end

Explosion070_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion070_x264.mp4,47,468,-1,-1,manual annotation: smoky CCTV explosion aftermath starts after black intro around frame 47 and ends before news outro/logos around frame 515

Explosion078_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion078_x264.mp4,1118,1549,-1,-1,manual annotation: LPG-cylinder fire/explosion erupts around frame 1118 and remains visible until the CCTV segment ends before logo/outro around frame 1549

Explosion088_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion088_x264.mp4,140,280,326,699,manual annotation: CCTV blast/smoke segment spans frames 140-280; aerial damage/aftermath segment spans frames 326-699

Explosion089_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion089_x264.mp4,304,760,-1,-1,manual annotation: fire/explosion footage begins around frame 304 after studio/reporter intro and continues through clip end

Explosion092_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion092_x264.mp4,813,1320,1422,2336,manual annotation: boiler explosion and smoke in CCTV view spans frames 813-1320; news damage/aftermath footage spans frames 1422-2336

Explosion100_x264.mp4,Explosion,data/ashen-dataset/anomaly/Explosion/Explosion100_x264.mp4,0,1237,-1,-1,manual annotation: fire/explosion is visible from the first frame and continues across CCTV angle changes through clip end

Shooting001_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting001_x264.mp4,0,253,-1,-1,manual annotation: armed threat/shooting scene is already active at first frame and panic/escape behavior continues through the short clip

Shooting007_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting007_x264.mp4,45,165,-1,-1,manual annotation: low-confidence shooting incident segment; person crosses/incident action occurs in the same window as the UCF temporal annotation

Shooting016_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting016_x264.mp4,0,417,953,1251,manual annotation: outdoor group shooting/incident segment spans frames 0-417; door-camera armed threat segment spans frames 953-1251

Shooting031_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting031_x264.mp4,0,643,1469,2112,manual annotation: first multi-camera armed incident segment spans frames 0-643; second active gun/escape-victim segment spans frames 1469-2112

Shooting035_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting035_x264.mp4,0,952,-1,-1,manual annotation: armed ambush setup is visible from first frame; exchange of gunfire occurs mid-clip and offender escape/active incident ends around frame 952

Shooting044_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting044_x264.mp4,0,464,-1,-1,manual annotation: low-confidence street shooting/armed-threat clip; active threat/escape behavior is visible throughout the short surveillance segment

Shooting053_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting053_x264.mp4,61,918,-1,-1,manual annotation: armed attack/threat enters around frame 61; assault/shooting damage and aftermath continue through clip end

Shooting061_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting061_x264.mp4,33,130,163,488,manual annotation: first armed-person segment spans frames 33-130; street shooting and close replay segment spans frames 163-488

Shooting063_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting063_x264.mp4,41,619,-1,-1,manual annotation: CCTV shooting-suspect/scene footage begins after station logo around frame 41 and continues through clip end

Shooting067_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting067_x264.mp4,0,189,416,567,manual annotation: armed masked subject is visible during frames 0-189 and re-enters/runs through camera view during frames 416-567

Shooting068_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting068_x264.mp4,0,2130,-1,-1,manual annotation: low-resolution phone-recorded CCTV shooting/armed-incident footage; subjects remain in the incident view throughout the clip

Shooting077_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting077_x264.mp4,0,1392,-1,-1,manual annotation: low-resolution CCTV shooting/armed-incident footage; incident movement remains visible across the full clip

Shooting081_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting081_x264.mp4,0,1626,-1,-1,manual annotation: news-overlaid CCTV shooting/escape footage is visible from first frame through frame 1626 before logo/outro

Shooting089_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting089_x264.mp4,119,478,-1,-1,manual annotation: roadside vehicle shooting/armed incident begins around frame 119 and remains active until the involved vehicle leaves around frame 478

Shooting093_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting093_x264.mp4,50,696,-1,-1,manual annotation: after portrait/news intro, vehicle-side CCTV shooting/armed incident footage spans frames 50-696

Shooting094_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting094_x264.mp4,0,1136,-1,-1,manual annotation: multi-angle CCTV shooting sequence is visible from first frame through frame 1136 before text/outro segment

Shooting097_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting097_x264.mp4,0,1966,-1,-1,manual annotation: vehicle-side armed/shooting incident footage is visible from first frame through frame 1966 before news/outro segment

Shooting098_x264.mp4,Shooting,data/ashen-dataset/anomaly/Shooting/Shooting098_x264.mp4,235,940,-1,-1,manual annotation: CCTV armed-assault/shooting suspect footage spans frames 235-940; title and later person-of-interest cards are excluded

Vandalism005_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism005_x264.mp4,565,917,-1,-1,manual annotation: suspect enters around frame 565, performs vehicle/property vandalism near frames 635-847, and leaves by about frame 917

Vandalism006_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism006_x264.mp4,324,810,-1,-1,manual annotation: suspect enters and manipulates/damages sidewalk object around frame 324; smoke/visible aftermath continues through frame 810

Vandalism016_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism016_x264.mp4,1263,1768,-1,-1,manual annotation: suspect enters and performs the visible vandalism/property interaction around frames 1263-1515, then leaves by about frame 1768

Vandalism036_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism036_x264.mp4,564,815,940,1379,manual annotation: first active store-rack vandalism/damage spans frames 564-815; second shelf/property damage segment spans frames 940-1379

Vandalism041_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism041_x264.mp4,0,4868,-1,-1,manual annotation: multi-camera street vandalism/crowd property-damage event is visible throughout the clip

Vandalism044_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism044_x264.mp4,0,3403,-1,-1,manual annotation: multi-camera parking-lot vehicle vandalism is active from the first frame through about frame 3403; later frames are mostly aftermath/empty lot

Vandalism053_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism053_x264.mp4,0,904,979,1205,manual annotation: exterior storefront vandalism segment spans frames 0-904; interior damage/aftermath segment spans frames 979-1205 before outro

Vandalism054_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism054_x264.mp4,204,1087,-1,-1,manual annotation: suspect enters around frame 204 and vandalizes/interacts with street-side object until about frame 1087 before outro overlays

Vandalism059_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism059_x264.mp4,254,1066,-1,-1,manual annotation: CCTV event segment spans frames 254-1066 after police/title intro; note content appears robbery-like despite Vandalism folder label

Vandalism062_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism062_x264.mp4,592,2073,-1,-1,manual annotation: home attack/property-damage sequence spans frames 592-2073 after title/empty-yard intro; content is attack-like despite Vandalism folder label

Vandalism063_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism063_x264.mp4,126,377,692,1446,manual annotation: exterior suspect approach/pre-event segment spans frames 126-377; interior shop damage/aftermath segment spans frames 692-1446

Vandalism066_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism066_x264.mp4,120,1355,-1,-1,manual annotation: storefront/property vandalism CCTV; suspect is visible from about 4.0s, approaches entrance/property area and damages or tampers around 17-37s, with second-angle aftermath/exit until police badge card around 45.2s
Vandalism067_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism067_x264.mp4,182,1273,-1,-1,manual annotation: house attack/property-damage CCTV sequence begins after title around frame 182 and continues until before police/outro card around frame 1273

Vandalism073_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism073_x264.mp4,360,995,-1,-1,manual annotation: destruction-of-property CCTV; person approaches and damages/handles roadside property from about 12.0s until scene clears before person-of-interest card
Vandalism075_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism075_x264.mp4,0,573,637,1337,manual annotation: suspects with bats approach in first camera segment frames 0-573; close door/window vandalism segment spans frames 637-1337

Vandalism081_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism081_x264.mp4,315,720,-1,-1,manual annotation: night CCTV car vandalism/tampering begins when person reaches vehicle area around 11.9s and ends as offender leaves around 27.2s; later daytime windshield shot is aftermath only

Vandalism087_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism087_x264.mp4,38,840,-1,-1,manual annotation: crowd/property-disturbance CCTV begins as people enter frame around 1.5s and continues through dense confrontation/disorder near entrance until about 33.6s
Vandalism095_x264.mp4,Vandalism,data/ashen-dataset/anomaly/Vandalism/Vandalism095_x264.mp4,286,1287,-1,-1,manual annotation: graffiti/vandalism action begins as group reaches wall/camera area around 9.5s and continues through spray/occlusion until title-card transition around 42.9s