user stringclasses 1 value | videos listlengths 1 1 | gt_label stringclasses 2 values | predict stringlengths 0 228 | pred_answer stringclasses 2 values | pred_order listlengths 0 0 | top1_correct bool 1 class | gt_pos int64 0 0 | latency_ms float64 1.76k 91.8k | index int64 0 923 | request_messages listlengths 1 1 | em_correct bool 2 classes | error stringclasses 1 value |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/1288_normal.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 18,193.811075 | 0 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/866_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 16,639.751159 | 1 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/20_00000050.mp4"
] | abnormal | 0000,0014.
The answer is abnormal. | abnormal | [] | false | 0 | 19,919.508011 | 2 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/837_01000144.mp4"
] | abnormal | Nothing in this video appears clearly abnormal.
The answer is normal. | normal | [] | false | 0 | 20,316.4658 | 3 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1668_00000016.mp4"
] | abnormal | The man knocks on the door and enters the house.
The answer is abnormal. | abnormal | [] | false | 0 | 7,487.543781 | 4 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1595_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 5,864.386238 | 5 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/954_normal.mp4"
] | normal | 手机爆炸，店员被炸伤。
The answer is abnormal. | abnormal | [] | false | 0 | 4,563.460983 | 6 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/2027_00000101.mp4"
] | abnormal | No anomaly is shown occurring in this clip.
The answer is normal. | normal | [] | false | 0 | 9,708.121172 | 7 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1013_00010010.mp4"
] | abnormal | 0000,0005.
The answer is abnormal. | abnormal | [] | false | 0 | 7,373.917342 | 8 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1345_after.mp4"
] | normal | No abnormal incident is shown happening in this clip.
The answer is normal. | normal | [] | false | 0 | 9,085.082028 | 9 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1727_00000030.mp4"
] | abnormal | The water in the swimming pool suddenly turned red, and the boy was frightened.
The answer is abnormal. | abnormal | [] | false | 0 | 6,183.479923 | 10 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1621_00180021.mp4"
] | abnormal | 0000,0004.
The answer is abnormal. | abnormal | [] | false | 0 | 7,555.956877 | 11 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/272_00000103.mp4"
] | abnormal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 7,373.607851 | 12 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/732_00150020.mp4"
] | abnormal | "The cracks in the ceiling and walls are so large that they are almost visible.".
The answer is abnormal. | abnormal | [] | false | 0 | 5,916.682201 | 13 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/922_00000124.mp4"
] | abnormal | The truck driver was driving slowly and hit the ATM machine, causing it to fall.
The answer is abnormal. | abnormal | [] | false | 0 | 7,543.160876 | 14 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/927_normal.mp4"
] | normal | No abnormal incident is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 5,220.932562 | 15 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/849_00060036.mp4"
] | abnormal | Two men fight in a liquor store.
The answer is abnormal. | abnormal | [] | false | 0 | 5,659.855258 | 16 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1132_00000041.mp4"
] | abnormal | The clip appears generally normal.
The answer is normal. | normal | [] | false | 0 | 7,790.771364 | 17 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1731_00001516.mp4"
] | abnormal | No clear anomaly has appeared in this video yet.
The answer is normal. | normal | [] | false | 0 | 42,296.877123 | 18 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/972_normal.mp4"
] | normal | 0000,0018.
The answer is abnormal. | abnormal | [] | false | 0 | 6,178.203603 | 19 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/967_after.mp4"
] | normal | 牛在洪水中走失，被路人救起。
The answer is abnormal. | abnormal | [] | false | 0 | 3,770.554215 | 20 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1559_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 11,221.019316 | 21 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/735_normal.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 2,220.320982 | 22 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/543_after.mp4"
] | normal | No abnormal incident is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 3,687.560242 | 23 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/2065_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 3,797.465044 | 24 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/739_normal.mp4"
] | normal | The video shows the water leak in the house and the damage it causes.
The answer is abnormal. | abnormal | [] | false | 0 | 2,443.716924 | 25 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/60_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 4,824.691516 | 26 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/870_normal.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 6,754.115744 | 27 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/410_normal.mp4"
] | normal | 0000,0004.
The answer is abnormal. | abnormal | [] | false | 0 | 5,982.777729 | 28 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/507_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 5,059.092288 | 29 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1397_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 5,411.439849 | 30 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1756_00000115.mp4"
] | abnormal | The fireworks truck exploded and the people were injured.
The answer is abnormal. | abnormal | [] | false | 0 | 3,123.93928 | 31 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/827_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 8,840.031381 | 32 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/809_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 4,801.736931 | 33 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/693_normal.mp4"
] | normal | 0000,0004.
The answer is abnormal. | abnormal | [] | false | 0 | 7,432.353123 | 34 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/5_00220027.mp4"
] | abnormal | The white sedan was hit by a car from the opposite side.
The answer is abnormal. | abnormal | [] | false | 0 | 4,758.831873 | 35 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/869_00000062.mp4"
] | abnormal | The crowd in the courtroom was fighting.
The answer is abnormal. | abnormal | [] | false | 0 | 6,240.752868 | 36 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/612_after.mp4"
] | normal | The video does not appear to show an obvious anomaly.
The answer is normal. | normal | [] | false | 0 | 7,664.056133 | 37 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1807_00000038.mp4"
] | abnormal | No clear anomaly has appeared in this video yet.
The answer is normal. | normal | [] | false | 0 | 3,059.443583 | 38 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1124_00000016.mp4"
] | abnormal | The glacier is melting and water is flowing out.
The answer is abnormal. | abnormal | [] | false | 0 | 6,625.653214 | 39 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/304_after.mp4"
] | normal | No abnormal incident is shown happening in this clip.
The answer is normal. | normal | [] | false | 0 | 9,347.278585 | 40 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/286_00000410.mp4"
] | abnormal | The video discusses the reasons behind unexpected results in Western Blotting and provides solutions.
The answer is abnormal. | abnormal | [] | false | 0 | 6,218.103839 | 41 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1147_00000021.mp4"
] | abnormal | The tsunami hit the pool and the people were running to the shore.
The answer is abnormal. | abnormal | [] | false | 0 | 7,201.644218 | 42 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1679_after.mp4"
] | normal | No clearly abnormal incident has happened in this clip yet.
The answer is normal. | normal | [] | false | 0 | 7,940.1865 | 43 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/681_after.mp4"
] | normal | No abnormal incident is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 5,211.945583 | 44 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/91_after.mp4"
] | normal | The man who entered the house was shot dead by the homeowner.
The answer is abnormal. | abnormal | [] | false | 0 | 6,252.822949 | 45 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1594_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 8,487.541727 | 46 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1099_00000113.mp4"
] | abnormal | 0000,0001.
The answer is abnormal. | abnormal | [] | false | 0 | 13,586.969369 | 47 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/576_normal.mp4"
] | normal | No obvious anomaly is visible in this clip.
The answer is normal. | normal | [] | false | 0 | 6,219.171187 | 48 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/302_normal.mp4"
] | normal | 0000,0008.
The answer is abnormal. | abnormal | [] | false | 0 | 8,092.377668 | 49 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/413_after.mp4"
] | normal | The caterpillar attached to the tree branch and was killed by a person.
The answer is abnormal. | abnormal | [] | false | 0 | 4,883.470056 | 50 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1767_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 4,881.493418 | 51 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1845_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 25,465.871526 | 52 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/1082_normal.mp4"
] | normal | No clear anomaly has appeared in this video yet.
The answer is normal. | normal | [] | false | 0 | 6,520.724436 | 53 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/411_00110125.mp4"
] | abnormal | The rice leaves are covered with spots, and the stems are blackened.
The answer is abnormal. | abnormal | [] | false | 0 | 3,943.183291 | 54 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/295_00100210.mp4"
] | abnormal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 4,086.435819 | 55 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/167_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 8,351.583113 | 56 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/1795_normal.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 5,728.687808 | 57 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1892_00000231.mp4"
] | abnormal | The riots in Paris have caused widespread damage, with many people burning cars and destroying property.
The answer is abnormal. | abnormal | [] | false | 0 | 10,975.960771 | 58 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1102_00000030.mp4"
] | abnormal | 0000,0014.
The answer is abnormal. | abnormal | [] | false | 0 | 8,760.453905 | 59 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1501_00000025.mp4"
] | abnormal | Nothing clearly abnormal has happened in this video so far.
The answer is normal. | normal | [] | false | 0 | 6,660.636233 | 60 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1577_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 7,635.620722 | 61 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1979_00180045.mp4"
] | abnormal | The crowd gathered around the painting, taking pictures and videos. One man was arrested by the police for damaging the artwork.
The answer is abnormal. | abnormal | [] | false | 0 | 8,602.961616 | 62 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/2027_after.mp4"
] | normal | No abnormal incident is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 8,346.640969 | 63 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1292_00000014.mp4"
] | abnormal | The car was hit by a truck and the windshield broke.
The answer is abnormal. | abnormal | [] | false | 0 | 8,068.04755 | 64 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/143_00000130.mp4"
] | abnormal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 6,369.601041 | 65 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/712_after.mp4"
] | normal | The fire broke out in the warehouse and spread quickly.
The answer is abnormal. | abnormal | [] | false | 0 | 6,214.798975 | 66 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1278_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 4,444.096969 | 67 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1418_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 11,146.534345 | 68 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/520_00310202.mp4"
] | abnormal | No abnormal incident is shown happening in this clip.
The answer is normal. | normal | [] | false | 0 | 3,585.430834 | 69 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/218_after.mp4"
] | normal | No clearly abnormal incident has happened in this clip yet.
The answer is normal. | normal | [] | false | 0 | 10,078.56827 | 70 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/312_00030025.mp4"
] | abnormal | No abnormal incident is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 5,791.080303 | 71 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1584_00120019.mp4"
] | abnormal | Turning vehicles causing accidents.
The answer is abnormal. | abnormal | [] | false | 0 | 6,287.174371 | 72 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1639_00510108.mp4"
] | abnormal | Two robbers entered the house through the door and window, and took away the Christmas tree.
The answer is abnormal. | abnormal | [] | false | 0 | 6,542.345695 | 73 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/1663_normal.mp4"
] | normal | No clear abnormal moment has appeared yet.
The answer is normal. | normal | [] | false | 0 | 6,197.868445 | 74 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/697_normal.mp4"
] | normal | The video shows the moment when the robbers enter the house, and the family's reaction.
The answer is abnormal. | abnormal | [] | false | 0 | 8,719.032036 | 75 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/2059_normal.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 5,523.202431 | 76 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/519_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 6,565.222293 | 77 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/403_00540119.mp4"
] | abnormal | The rice is blown down.
The answer is abnormal. | abnormal | [] | false | 0 | 3,323.955631 | 78 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1288_00320131.mp4"
] | abnormal | Two men fight on the subway.
The answer is abnormal. | abnormal | [] | false | 0 | 6,396.535635 | 79 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1253_00020124.mp4"
] | abnormal | No abnormal incident is shown happening in this clip.
The answer is normal. | normal | [] | false | 0 | 7,767.325719 | 80 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/1688_00110055.mp4"
] | abnormal | The fire broke out in the factory.
The answer is abnormal. | abnormal | [] | false | 0 | 5,923.639935 | 81 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/523_normal.mp4"
] | normal | No clearly abnormal incident has happened in this clip yet.
The answer is normal. | normal | [] | false | 0 | 6,970.055516 | 82 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/222_00230124.mp4"
] | abnormal | No obvious anomaly is visible in this clip.
The answer is normal. | normal | [] | false | 0 | 4,330.248554 | 83 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/480_00250050.mp4"
] | abnormal | 兰花叶片软化腐烂。
The answer is abnormal. | abnormal | [] | false | 0 | 2,768.73343 | 84 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/234_00330144.mp4"
] | abnormal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 1,781.116178 | 85 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/422_01400332.mp4"
] | abnormal | The succulent leaves are red.
The answer is abnormal. | abnormal | [] | false | 0 | 12,465.114071 | 86 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/1783_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 9,544.997238 | 87 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/340_04500550.mp4"
] | abnormal | No clear abnormal moment has appeared yet.
The answer is normal. | normal | [] | false | 0 | 10,608.054172 | 88 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/786_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 6,408.849825 | 89 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/585_after.mp4"
] | normal | No abnormal incident is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 5,326.222882 | 90 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/810_after.mp4"
] | normal | The robbers entered the store and took out guns, shot at the shopkeeper, and robbed the store of jewelry.
The answer is abnormal. | abnormal | [] | false | 0 | 6,964.769769 | 91 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/973_normal.mp4"
] | normal | 0000,0009.
The answer is abnormal. | abnormal | [] | false | 0 | 2,601.840283 | 92 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/707_normal.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 2,810.27307 | 93 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/267_00100156.mp4"
] | abnormal | No clear anomaly has appeared in this video yet.
The answer is normal. | normal | [] | false | 0 | 4,371.207594 | 94 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/498_after.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 3,297.578416 | 95 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/616_normal.mp4"
] | normal | No clear anomaly has appeared in this video yet.
The answer is normal. | normal | [] | false | 0 | 5,138.760036 | 96 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/abnormal_video/791_00040016.mp4"
] | abnormal | Two robbers wearing white hoods and masks entered a house through the car to rob.
The answer is abnormal. | abnormal | [] | false | 0 | 5,423.322254 | 97 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/normal_video/1688_normal.mp4"
] | normal | No abnormal act is shown in this clip.
The answer is normal. | normal | [] | false | 0 | 6,640.192224 | 98 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | true | null |
Are any anomalies directly occurring in this clip? If yes, identify them briefly.
<video>
| [
"ecva/after_incident/794_after.mp4"
] | normal | Two robbers entered the house through the living room and grabbed the woman's clothes, then left.
The answer is abnormal. | abnormal | [] | false | 0 | 9,099.148098 | 99 | [
{
"role": "user",
"content": [
{
"type": "text",
"text": "Are any anomalies directly occurring in this clip? If yes, identify them briefly. \n\n\n",
"video_url": null
},
{
"type": "video_url",
"text": null,
"video_url": {
"url": "fi... | false | null |
End of preview. Expand
in Data Studio
/hub_data4/seohyun/saves/ecva_instruct/full/sft/checkpoint-350 · happy8825/valid_ecva_clean results
- Model:
/hub_data4/seohyun/saves/ecva_instruct/full/sft/checkpoint-350 - Dataset:
happy8825/valid_ecva_clean - Generated:
2026-01-08 12:12:25Z
Metrics
| Metric | Value |
|---|---|
| Total samples | 924 |
| With GT | 0 |
| Parsed answers | 0 |
| Top-1 accuracy | 0 |
| Recall@5 | 0 |
| MRR | 0 |
The uploaded JSON contains full per-sample predictions produced via t3_infer_with_vllm.bash.
EVQA/ECVA Metrics
| Metric | Value |
|---|---|
| EVQA total | 924 |
| EVQA with GT label | 924 |
| EVQA accuracy | 0.762987 |
Per-sample field em_correct added: True when pred_answer matches gt_label (normal/abnormal).
Run Summary
Saved 924 results to video_retrieval/video_retrieval/output_ecva/experiment_real_fp8.json
Metrics: {
"total": 924,
"with_gt": 0,
"with_parsed_answer": 0,
"top1_acc": 0.0,
"recall_at_5": 0.0,
"mrr": 0.0,
"num_shards": 1,
"shard_index": 0,
"evqa_total": 924,
"evqa_with_gt_label": 924,
"evqa_acc": 0.762987012987013
}
Pushed experiment_real_fp8.jsonl and README to https://huggingface.co/datasets/happy8825/experiment_real_fp8
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