A2Seek: Towards Reasoning-Centric Benchmark for Aerial Anomaly Understanding
Paper • 2505.21962 • Published
sample_id string | g_id string | v_id string | f_id int64 | code string | anomaly int64 | anomaly_name string | images list | messages list | objects_json string | solution string |
|---|---|---|---|---|---|---|---|---|---|---|
video_group_230/video_2/02240 | video_group_230 | video_2 | 2,240 | E03S04L2P1A0V0_G230I2F02240 | 0 | Running | [
"images/video_group_230_@_video_2/resized/02240.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Running"],"bbox":[[380,37,392,64]],"region":[308,0,464,139]} | ['Running']; [[380, 37, 392, 64]] |
video_group_144/video_1/00704 | video_group_144 | video_1 | 704 | E00S04L0P0A1V0_G144I1F00704 | -1 | Normal | [
"images/video_group_144_@_video_1/resized/00704.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_145/video_3/02112 | video_group_145 | video_3 | 2,112 | E00S04L0P0A1V1_G145I3F02112 | -1 | Normal | [
"images/video_group_145_@_video_3/resized/02112.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_263/video_1/02496 | video_group_263 | video_1 | 2,496 | E11S04L0P0A1V0_G263I1F02496 | 0 | Carrying Weapon | [
"images/video_group_263_@_video_1/resized/02496.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Carrying Weapon"],"bbox":[[526,66,541,88]],"region":[455,8,612,147]} | ['Carrying Weapon']; [[526, 66, 541, 88]] |
video_group_184/video_2/00576 | video_group_184 | video_2 | 576 | E18S04L0P0A0V0_G184I2F00576 | -1 | Normal | [
"images/video_group_184_@_video_2/resized/00576.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_230/video_4/06272 | video_group_230 | video_4 | 6,272 | E01S04L2P1A0V0_G230I4F06272 | 8 | Unconventional Vehicle | [
"images/video_group_230_@_video_4/resized/06272.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Unconventional Vehicle","Treading on Grass"],"bbox":[[371,31,387,57],[64,44,119,88]],"region":[301,0,457,139]} | ['Unconventional Vehicle', 'Treading on Grass']; [[371, 31, 387, 57], [64, 44, 119, 88]] |
video_group_029/video_1/03840 | video_group_029 | video_1 | 3,840 | E01S04L0P0A1V0_G029I1F03840 | 3 | Loitering | [
"images/video_group_029_@_video_1/resized/03840.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[380,179,408,203]],"region":[315,121,472,260]} | ['Loitering']; [[380, 179, 408, 203]] |
video_group_036/video_1/02432 | video_group_036 | video_1 | 2,432 | E01S08L0P0A1V1_G036I1F02432 | -1 | Normal | [
"images/video_group_036_@_video_1/resized/02432.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_018/video_3/01792 | video_group_018 | video_3 | 1,792 | E09S02L0P0A1V0_G018I3F01792 | 0 | Unconventional Vehicle | [
"images/video_group_018_@_video_3/resized/01792.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Unconventional Vehicle"],"bbox":[[477,365,534,447]],"region":[427,308,583,448]} | ['Unconventional Vehicle']; [[477, 365, 534, 447]] |
video_group_143/video_2/00832 | video_group_143 | video_2 | 832 | E01S04L1P0A0V1_G143I2F00832 | 0 | Loitering | [
"images/video_group_143_@_video_2/resized/00832.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[348,44,448,80]],"region":[319,0,476,139]} | ['Loitering']; [[348, 44, 448, 80]] |
video_group_123/video_1/00576 | video_group_123 | video_1 | 576 | E07S03L1P0A1V0_G123I1F00576 | 0 | Unable to Stand | [
"images/video_group_123_@_video_1/resized/00576.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Unable to Stand"],"bbox":[[140,167,155,183]],"region":[69,105,226,245]} | ['Unable to Stand']; [[140, 167, 155, 183]] |
video_group_022/video_2/02432 | video_group_022 | video_2 | 2,432 | E01S07L0P0A0V0_G022I2F02432 | 1 | Loitering | [
"images/video_group_022_@_video_2/resized/02432.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[793,237,883,290]],"region":[739,194,896,333]} | ['Loitering']; [[793, 237, 883, 290]] |
video_group_002/video_3/04096 | video_group_002 | video_3 | 4,096 | E11S03L8P2A0V0_G002I3F04096 | -1 | Normal | [
"images/video_group_002_@_video_3/resized/04096.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_201/video_1/00192 | video_group_201 | video_1 | 192 | E02S08L0P0A1V1_G201I1F00192 | 2 | Loitering | [
"images/video_group_201_@_video_1/resized/00192.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[672,309,697,331]],"region":[606,250,763,390]} | ['Loitering']; [[672, 309, 697, 331]] |
video_group_183/video_7/02112 | video_group_183 | video_7 | 2,112 | E17S04L0P0A1V0_G183I7F02112 | -1 | Normal | [
"images/video_group_183_@_video_7/resized/02112.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_259/video_1/02688 | video_group_259 | video_1 | 2,688 | E01S07L1P0A0V1_G259I1F02688 | 1 | Lost Item | [
"images/video_group_259_@_video_1/resized/02688.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Lost Item"],"bbox":[[532,379,542,395]],"region":[458,308,615,448]} | ['Lost Item']; [[532, 379, 542, 395]] |
video_group_082/video_3/00384 | video_group_082 | video_3 | 384 | E00S03L2P0A1V1_G082I3F00384 | -1 | Normal | [
"images/video_group_082_@_video_3/resized/00384.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_073/video_1/01472 | video_group_073 | video_1 | 1,472 | E00S07L8P2A1V0_G073I1F01472 | -1 | Normal | [
"images/video_group_073_@_video_1/resized/01472.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_187/video_1/01152 | video_group_187 | video_1 | 1,152 | E00S04L0P0A1V0_G187I1F01152 | -1 | Normal | [
"images/video_group_187_@_video_1/resized/01152.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_012/video_1/04160 | video_group_012 | video_1 | 4,160 | E09S04L1P0A1V0_G012I1F04160 | 5 | Loitering | [
"images/video_group_012_@_video_1/resized/04160.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[682,210,725,250]],"region":[625,160,782,299]} | ['Loitering']; [[682, 210, 725, 250]] |
video_group_069/video_1/04352 | video_group_069 | video_1 | 4,352 | E00S07L3P1A1V0_G069I1F04352 | -1 | Normal | [
"images/video_group_069_@_video_1/resized/04352.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_184/video_1/03008 | video_group_184 | video_1 | 3,008 | E18S04L0P0A0V0_G184I1F03008 | 0 | Fighting | [
"images/video_group_184_@_video_1/resized/03008.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Fighting","Loitering"],"bbox":[[466,171,486,220],[709,298,731,321]],"region":[396,125,553,265]} | ['Fighting', 'Loitering']; [[466, 171, 486, 220], [709, 298, 731, 321]] |
video_group_118/video_1/05248 | video_group_118 | video_1 | 5,248 | E12S02L8P2A0V1_G118I1F05248 | -1 | Normal | [
"images/video_group_118_@_video_1/resized/05248.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_133/video_1/04416 | video_group_133 | video_1 | 4,416 | E01S04L3P2A1V0_G133I1F04416 | 3 | Loitering | [
"images/video_group_133_@_video_1/resized/04416.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[389,213,409,226]],"region":[320,149,477,289]} | ['Loitering']; [[389, 213, 409, 226]] |
video_group_239/video_2/02944 | video_group_239 | video_2 | 2,944 | E06S04L1P0A1V0_G239I2F02944 | 0 | Falling | [
"images/video_group_239_@_video_2/resized/02944.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Falling"],"bbox":[[373,177,403,194]],"region":[310,115,466,255]} | ['Falling']; [[373, 177, 403, 194]] |
video_group_162/video_1/02048 | video_group_162 | video_1 | 2,048 | E17S08L0P0A0V0_G162I1F02048 | -1 | Normal | [
"images/video_group_162_@_video_1/resized/02048.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_211/video_2/01216 | video_group_211 | video_2 | 1,216 | E01S08L7P1A1V2_G211I2F01216 | 2 | Loitering | [
"images/video_group_211_@_video_2/resized/01216.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[392,15,410,42]],"region":[322,0,479,139]} | ['Loitering']; [[392, 15, 410, 42]] |
video_group_069/video_1/09024 | video_group_069 | video_1 | 9,024 | E00S07L3P1A1V0_G069I1F09024 | -1 | Normal | [
"images/video_group_069_@_video_1/resized/09024.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_202/video_1/07552 | video_group_202 | video_1 | 7,552 | E08S02L2P0A0V0_G202I1F07552 | -1 | Normal | [
"images/video_group_202_@_video_1/resized/07552.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_036/video_2/00064 | video_group_036 | video_2 | 64 | E01S08L0P0A1V1_G036I2F00064 | 0 | Loitering | [
"images/video_group_036_@_video_2/resized/00064.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[380,52,410,83]],"region":[302,38,459,177]} | ['Loitering']; [[380, 52, 410, 83]] |
video_group_090/video_1/08128 | video_group_090 | video_1 | 8,128 | E01S01L8P2A1V5_G090I1F08128 | -1 | Normal | [
"images/video_group_090_@_video_1/resized/08128.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_170/video_2/05504 | video_group_170 | video_2 | 5,504 | E12S01L0P0A1V0_G170I2F05504 | -1 | Normal | [
"images/video_group_170_@_video_2/resized/05504.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_012/video_2/00832 | video_group_012 | video_2 | 832 | E01S04L1P0A1V0_G012I2F00832 | 0 | Loitering | [
"images/video_group_012_@_video_2/resized/00832.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[162,130,181,151]],"region":[93,70,249,210]} | ['Loitering']; [[162, 130, 181, 151]] |
video_group_154/video_1/00704 | video_group_154 | video_1 | 704 | E02S01L0P1A1V2_G154I1F00704 | 1 | Jaywalking | [
"images/video_group_154_@_video_1/resized/00704.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Jaywalking"],"bbox":[[455,60,489,96]],"region":[394,8,550,148]} | ['Jaywalking']; [[455, 60, 489, 96]] |
video_group_204/video_2/00064 | video_group_204 | video_2 | 64 | E01S03L2P0A1V0_G204I2F00064 | 0 | Loitering | [
"images/video_group_204_@_video_2/resized/00064.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[228,26,247,42]],"region":[158,0,315,139]} | ['Loitering']; [[228, 26, 247, 42]] |
video_group_107/video_1/05056 | video_group_107 | video_1 | 5,056 | E01S02L0P0A0V0_G107I1F05056 | 1 | Jaywalking | [
"images/video_group_107_@_video_1/resized/05056.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Jaywalking"],"bbox":[[378,64,387,84]],"region":[303,4,460,144]} | ['Jaywalking']; [[378, 64, 387, 84]] |
video_group_070/video_1/06080 | video_group_070 | video_1 | 6,080 | E00S07L3P1A0V0_G070I1F06080 | -1 | Normal | [
"images/video_group_070_@_video_1/resized/06080.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_230/video_4/02496 | video_group_230 | video_4 | 2,496 | E01S04L2P1A0V0_G230I4F02496 | 5 | Running | [
"images/video_group_230_@_video_4/resized/02496.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Running","Loitering"],"bbox":[[88,201,113,220],[672,217,695,242]],"region":[22,141,179,280]} | ['Running', 'Loitering']; [[88, 201, 113, 220], [672, 217, 695, 242]] |
video_group_222/video_1/01408 | video_group_222 | video_1 | 1,408 | E12S01L3P1A0V1_G222I1F01408 | -1 | Normal | [
"images/video_group_222_@_video_1/resized/01408.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_183/video_5/00704 | video_group_183 | video_5 | 704 | E17S04L0P0A1V0_G183I5F00704 | -1 | Normal | [
"images/video_group_183_@_video_5/resized/00704.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_086/video_1/01408 | video_group_086 | video_1 | 1,408 | E00S01L2P0A1V2_G086I1F01408 | -1 | Normal | [
"images/video_group_086_@_video_1/resized/01408.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_183/video_3/04352 | video_group_183 | video_3 | 4,352 | E17S04L0P0A1V0_G183I3F04352 | -1 | Normal | [
"images/video_group_183_@_video_3/resized/04352.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_246/video_1/04544 | video_group_246 | video_1 | 4,544 | E17S01L2P0A0V0_G246I1F04544 | 4 | Playing with Water | [
"images/video_group_246_@_video_1/resized/04544.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Playing with Water"],"bbox":[[286,247,317,285]],"region":[223,196,380,336]} | ['Playing with Water']; [[286, 247, 317, 285]] |
video_group_001/video_3/00960 | video_group_001 | video_3 | 960 | E00S03L2P1A0V0_G001I3F00960 | -1 | Normal | [
"images/video_group_001_@_video_3/resized/00960.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_233/video_2/02496 | video_group_233 | video_2 | 2,496 | E16S04L0P1A0V0_G233I2F02496 | 1 | Sneaking | [
"images/video_group_233_@_video_2/resized/02496.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Sneaking"],"bbox":[[312,220,329,233]],"region":[242,156,399,296]} | ['Sneaking']; [[312, 220, 329, 233]] |
video_group_029/video_2/04672 | video_group_029 | video_2 | 4,672 | E01S04L0P0A1V0_G029I2F04672 | 5 | Loitering | [
"images/video_group_029_@_video_2/resized/04672.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[854,396,875,412]],"region":[768,334,896,448]} | ['Loitering']; [[854, 396, 875, 412]] |
video_group_009/video_1/01344 | video_group_009 | video_1 | 1,344 | E01S04L2P0A0V0_G009I1F01344 | -1 | Normal | [
"images/video_group_009_@_video_1/resized/01344.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_255/video_1/00576 | video_group_255 | video_1 | 576 | E04S07L2P0A0V0_G255I1F00576 | 0 | Animal | [
"images/video_group_255_@_video_1/resized/00576.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Animal"],"bbox":[[361,157,377,174]],"region":[291,95,448,235]} | ['Animal']; [[361, 157, 377, 174]] |
video_group_105/video_1/00640 | video_group_105 | video_1 | 640 | E00S02L0P0A1V1_G105I1F00640 | -1 | Normal | [
"images/video_group_105_@_video_1/resized/00640.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_046/video_4/00000 | video_group_046 | video_4 | 0 | E01S08L8P2A0V2_G046I4F00000 | 0 | Loitering | [
"images/video_group_046_@_video_4/resized/00000.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[422,106,462,168]],"region":[364,67,520,206]} | ['Loitering']; [[422, 106, 462, 168]] |
video_group_259/video_1/03072 | video_group_259 | video_1 | 3,072 | E01S07L1P0A0V1_G259I1F03072 | 2 | Lost Item | [
"images/video_group_259_@_video_1/resized/03072.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Lost Item"],"bbox":[[528,368,539,385]],"region":[455,306,611,446]} | ['Lost Item']; [[528, 368, 539, 385]] |
video_group_261/video_1/01408 | video_group_261 | video_1 | 1,408 | E10S03L1P0A0V0_G261I1F01408 | -1 | Normal | [
"images/video_group_261_@_video_1/resized/01408.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_205/video_1/03968 | video_group_205 | video_1 | 3,968 | E09S04L2P1A0V0_G205I1F03968 | 4 | Loitering | [
"images/video_group_205_@_video_1/resized/03968.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[520,47,548,76]],"region":[455,0,612,139]} | ['Loitering']; [[520, 47, 548, 76]] |
video_group_029/video_1/04416 | video_group_029 | video_1 | 4,416 | E01S04L0P0A1V0_G029I1F04416 | 3 | Loitering | [
"images/video_group_029_@_video_1/resized/04416.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering","Loitering"],"bbox":[[513,283,543,309],[513,283,543,309]],"region":[450,226,606,365]} | ['Loitering', 'Loitering']; [[513, 283, 543, 309], [513, 283, 543, 309]] |
video_group_040/video_2/00896 | video_group_040 | video_2 | 896 | E01S08L7P1A0V2_G040I2F00896 | -1 | Normal | [
"images/video_group_040_@_video_2/resized/00896.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_020/video_1/09536 | video_group_020 | video_1 | 9,536 | E00S01L0P0A0V0_G020I1F09536 | -1 | Normal | [
"images/video_group_020_@_video_1/resized/09536.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_230/video_4/01408 | video_group_230 | video_4 | 1,408 | E01S04L2P1A0V0_G230I4F01408 | 3 | Treading on Grass | [
"images/video_group_230_@_video_4/resized/01408.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Treading on Grass","Running"],"bbox":[[840,85,865,107],[393,125,406,144]],"region":[739,26,896,166]} | ['Treading on Grass', 'Running']; [[840, 85, 865, 107], [393, 125, 406, 144]] |
video_group_181/video_9/01280 | video_group_181 | video_9 | 1,280 | E19S04L0P0A0V0_G181I9F01280 | 0 | Robbery | [
"images/video_group_181_@_video_9/resized/01280.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Robbery"],"bbox":[[378,228,419,256]],"region":[312,177,469,316]} | ['Robbery']; [[378, 228, 419, 256]] |
video_group_090/video_3/04800 | video_group_090 | video_3 | 4,800 | E01S01L8P2A1V5_G090I3F04800 | -1 | Normal | [
"images/video_group_090_@_video_3/resized/04800.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_226/video_1/04608 | video_group_226 | video_1 | 4,608 | E20S04L2P1A0V0_G226I1F04608 | -1 | Normal | [
"images/video_group_226_@_video_1/resized/04608.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_133/video_1/04736 | video_group_133 | video_1 | 4,736 | E01S04L3P2A1V0_G133I1F04736 | 3 | Loitering | [
"images/video_group_133_@_video_1/resized/04736.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[455,425,472,443]],"region":[385,308,542,448]} | ['Loitering']; [[455, 425, 472, 443]] |
video_group_165/video_1/00768 | video_group_165 | video_1 | 768 | E18S03L0P0A0V0_G165I1F00768 | 0 | Fighting | [
"images/video_group_165_@_video_1/resized/00768.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Fighting"],"bbox":[[463,164,507,202]],"region":[406,113,563,253]} | ['Fighting']; [[463, 164, 507, 202]] |
video_group_017/video_1/02304 | video_group_017 | video_1 | 2,304 | E00S07L2P1A1V0_G017I1F02304 | -1 | Normal | [
"images/video_group_017_@_video_1/resized/02304.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_021/video_3/01344 | video_group_021 | video_3 | 1,344 | E00S02L0P0A0V3_G021I3F01344 | -1 | Normal | [
"images/video_group_021_@_video_3/resized/01344.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_230/video_1/03648 | video_group_230 | video_1 | 3,648 | E03S04L2P1A0V0_G230I1F03648 | 4 | Running | [
"images/video_group_230_@_video_1/resized/03648.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Running"],"bbox":[[429,326,438,340]],"region":[354,263,511,402]} | ['Running']; [[429, 326, 438, 340]] |
video_group_172/video_1/03392 | video_group_172 | video_1 | 3,392 | E00S01L0P0A1V2_G172I1F03392 | -1 | Normal | [
"images/video_group_172_@_video_1/resized/03392.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_230/video_1/07040 | video_group_230 | video_1 | 7,040 | E03S04L2P1A0V0_G230I1F07040 | 1 | Running | [
"images/video_group_230_@_video_1/resized/07040.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Running"],"bbox":[[480,189,492,208]],"region":[408,128,564,268]} | ['Running']; [[480, 189, 492, 208]] |
video_group_153/video_1/02048 | video_group_153 | video_1 | 2,048 | E12S01L0P1A1V1_G153I1F02048 | -1 | Normal | [
"images/video_group_153_@_video_1/resized/02048.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_037/video_2/00768 | video_group_037 | video_2 | 768 | E01S08L0P0A1V2_G037I2F00768 | -1 | Normal | [
"images/video_group_037_@_video_2/resized/00768.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_012/video_2/03264 | video_group_012 | video_2 | 3,264 | E01S04L1P0A1V0_G012I2F03264 | 5 | Loitering | [
"images/video_group_012_@_video_2/resized/03264.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[481,342,501,357]],"region":[413,280,569,419]} | ['Loitering']; [[481, 342, 501, 357]] |
video_group_258/video_1/01024 | video_group_258 | video_1 | 1,024 | E01S04L1P0A0V0_G258I1F01024 | 0 | Loitering | [
"images/video_group_258_@_video_1/resized/01024.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[553,191,574,215]],"region":[485,133,641,272]} | ['Loitering']; [[553, 191, 574, 215]] |
video_group_140/video_2/07488 | video_group_140 | video_2 | 7,488 | E12S01L3P0A1V0_G140I2F07488 | 3 | Jaywalking | [
"images/video_group_140_@_video_2/resized/07488.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Jaywalking"],"bbox":[[24,270,43,291]],"region":[0,210,156,350]} | ['Jaywalking']; [[24, 270, 43, 291]] |
video_group_096/video_3/03136 | video_group_096 | video_3 | 3,136 | E12S02L1P1A1V5_G096I3F03136 | -1 | Normal | [
"images/video_group_096_@_video_3/resized/03136.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Normal"],"bbox":[[0,0,0,0]]} | ['Normal']; [[0, 0, 0, 0]] |
video_group_012/video_3/07488 | video_group_012 | video_3 | 7,488 | E02S04L1P0A1V0_G012I3F07488 | 7 | Loitering | [
"images/video_group_012_@_video_3/resized/07488.jpg"
] | [
{
"role": "user",
"content": "<image>Please perform anomaly behavior detection on the given aerial video frames (sampled every 0.53 seconds).\nFirst, internally reason through the situation, then provide your final answer. Output the reasoning process within <think> </think>, an optional request for further... | {"ref":["Loitering"],"bbox":[[518,238,532,252]],"region":[446,175,603,314]} | ['Loitering']; [[518, 238, 532, 252]] |
End of preview. Expand in Data Studio
A2Seek
Dataset for aerial anomaly understanding, spatial grounding and structured visual reasoning.
Dataset contents
The dataset has 8,192 sample IDs: 3,489 training, 2,327 validation and 2,376 test examples. Ten annotation configurations provide raw annotations, answer targets and single/multi-frame reasoning targets for the same sample membership.
The four-frame raw view references 32,768 distinct images. Training/validation cover scene codes 01/02/03/04/07/08; test covers 00/05/06/09. Splits are disjoint by sample, with 383 videos shared between train and validation.
data/ contains Hugging Face sample tables. dataset/ contains native JSONL files for training. annotations/ contains temporal intervals, tracks, human descriptions, initial/revised frame annotations and teacher reasoning targets.
metadata/splits/ contains the saved train/validation/test sample ID lists and ID-train/ID-eval/OOD-eval aliases. metadata/domain_protocol.json records domain scene codes, split counts and annotation/list checksums. Sample membership and order are preserved.
Images and video indices
175,146 JPEG images are stored losslessly in 115 Parquet shards under data/images/. The images configuration provides image previews and streaming access. Its train split is the complete media bank; sample train/validation/test membership is defined by the ten annotation configurations.
Full-frame training views use 896 × 448 images; crop views use 448 × 448. Image paths are relative to the dataset repository root. Bounding boxes use xyxy pixel coordinates in the corresponding image view.
metadata/canonical_video_index.jsonl describes annotated clips. metadata/raw_capture_index.jsonl records original capture filenames, camera suffixes and stream parameters. Capture candidates are grouped by video group; the canonical_clip_match/raw_capture_mapping fields record the match status. Source roots are configured locally. Original videos stay in their source location.
metadata/dji_clip_mapping.jsonl provides 542 one-to-one correspondences between encoded annotated clips and original W-camera filenames/relative paths. Each is verified using frame count and image content. metadata/dji_video_group_mapping.jsonl indexes all 1,616 captures: 542 verified_clip records, 1,072 paired_capture records for Z/T/S streams sharing the capture directory and DJI timestamp/sequence, and two additional group_candidate records. Companion streams retain their own views and frame timing.
metadata/video_annotation_index.jsonl contains 542 encoded clip records linked to original DJI filenames. For example, video_group_001/video_1 corresponds to video_group_001_@_video_1.json, frame directory video_group_001/video_1, training-image directory images/video_group_001_@_video_1, and DJI_20231216164143_0001_W.MP4. The index includes the annotation attribute code and relative paths to the initial/revised snapshots. The (video_group, video_name) pair uniquely identifies a clip; event/environment attribute codes can repeat across clips.
Schema
Each row contains sample_id, group/video/frame IDs, code, anomaly metadata, images, messages, objects_json and nullable solution. Use json.loads(row["objects_json"]) to recover object labels and boxes. messages contains reference training targets; inference uses the user messages. Media paths are strings and can be opened relative to a downloaded snapshot.
Loading
from datasets import load_dataset
dataset = load_dataset("tiu2mo/A2Seek", "cot_single_reflection")
For a local checkout, pass the three files under data/CONFIG/ to load_dataset("parquet", data_files=...) or the JSON loader for a JSONL export. See annotation_documentation.md for the native layouts and coordinates.
Configurations
| Configuration | Train | Validation | Test |
|---|---|---|---|
| cot_single_reflection | 3489 | 2327 | 2376 |
| answer_sft | 3489 | 2327 | 2376 |
| answer_sft_video | 3489 | 2327 | 2376 |
| answer_sft_with_think | 3489 | 2327 | 2376 |
| cot_rl_v1 | 3489 | 2327 | 2376 |
| cot_sft_grounding | 3489 | 2327 | 2376 |
| cot_sft_v1 | 3489 | 2327 | 2376 |
| cot_single | 3489 | 2327 | 2376 |
| cot_video | 3489 | 2327 | 2376 |
| raw | 3489 | 2327 | 2376 |
Provenance
source_manifest.json records original annotation filenames, transformations and SHA-256 hashes. export_manifest.json records the complete upload inventory. metadata/image_manifest.jsonl records image checksums and dimensions when included. Supporting teacher-supervision records may overlap; configuration rows are alternative views of the same samples.
Citation
Use the included CITATION.bib or CITATION.cff to cite A2Seek (NeurIPS 2025).
Native training setup
Download the dataset snapshot, then restore its image paths from the A2Seek code checkout:
export A2SEEK_DATA_ROOT=/path/to/A2Seek-dataset
uv run --no-sync hf download tiu2mo/A2Seek --repo-type dataset --local-dir "$A2SEEK_DATA_ROOT"
uv run --no-sync python scripts/data/prepare_local_data.py
Preparation restores the original JPEG bytes under images/ before resolving native JSONL paths. scripts/data/materialize_images.py also performs this step independently.
To stream image records:
images = load_dataset("tiu2mo/A2Seek", "images", split="train", streaming=True)
first = next(iter(images))
image = first["image"]
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