[NEW] The DukeMTMC dataset is taken down due to privacy concerns... Will reopen when it's clear.
<span style="color:red">[NEW]</span> Benchmark evalution code-base is released! Please refer to this repo for more details.
DukeMTMC4ReID
DukeMTMC4ReID dataset is new large-scale real-world person re-id dataset based on DukeMTMC. We use a fast state-of-the-art person detector for accurate detections. After verified by the ground truth, for each identity, we uniformly sample 5 "good" bounding boxes in each available camera, while retaining all the "FP" bounding boxes in the corresponding frames. To summarize, the relevant statistics of the proposed DukeMTMC4ReID dataset are provided below:
- Images corresponding to 1,852 people existing across all the 8 cameras
- 1,413 unique identities with 22,515 bounding boxes that appear in more than one camera (valid identities)
- 439 distractor identities with 2,195 bounding boxes that appear in only one camera, in addition to 21,551 ?FP? bounding boxes from the person detector
- The size of the bounding box varies from 72×34 pixels to 415×188 pixels
| | Total | cam1 | cam2 | cam3 | cam4 | cam5 | cam6 | cam7 | cam8 | |:---------------:|:------:|:------:|:-----:|:-----:|:-----:|:-----:|:------:|:-----:|:-----:| | # bboxes | 46,261 | 10,048 | 4,469 | 5,117 | 2,040 | 2,400 | 10,632 | 4,335 | 7,220 | | # person bboxes | 24,710 | 4,220 | 4,030 | 1,975 | 1,640 | 2,195 | 3,635 | 2,285 | 4,730 | | # ``FP'' bboxes | 21,551 | 5,828 | 439 | 3,142 | 400 | 205 | 6,997 | 2,050 | 2,490 | | # persons | 1,852 | 844 | 806 | 395 | 328 | 439 | 727 | 457 | 946 | | # valid ids | 1,413 | 828 | 778 | 394 | 322 | 439 | 718 | 457 | 567 | | # distractors | 439 | 16 | 28 | 1 | 6 | 0 | 9 | 0 | 379 | | # probe ids | 706 | 403 | 373 | 200 | 168 | 209 | 358 | 243 | 284 |
More details and benchmark results can be found in this paper