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Arthur151 avatar Arthur151 commented on May 30, 2024

您可以看一些评测部分。
我们采用了两套评测protocol。一套是3DPW challenge的,另一套是之前方法(VIBE,SPIN,HMR等)评测采用的范式。
ROMP作为一个one-stage bottom-up方法一直是整张图输入的,没有crop过。可以看一下/跑一下我们的评测代码确认。
我们这里求bbox只是用于将输出结果和ground truth匹配,不然没法评测。
我们的目前的方法没有加tracking功能,所以只能评测with association那个track。不评测tracking性能。
至于其他方法,他们有自己的pipeline,有的可能是top-down的,您应该有判断,这里就不评价了。

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FishWoWater avatar FishWoWater commented on May 30, 2024

感谢!

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FishWoWater avatar FishWoWater commented on May 30, 2024

@Arthur151 抱歉,再打扰一下! 请问可以提供一下您这边划分的3DPW-OC, 3DPW-PC, 3DPW-NC子数据集或者划分方式/代码吗

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Arthur151 avatar Arthur151 commented on May 30, 2024

PW3D_PCsubset = {'courtyard_basketball_00':[200,280], 'courtyard_captureSelfies_00':[500,600],
'courtyard_dancing_00':[60,370], 'courtyard_dancing_01':[60,270], 'courtyard_hug_00':[100,500], 'downtown_bus_00':[1620,1900]}

PW3D_OCsubset = ['courtyard_backpack','courtyard_basketball','courtyard_bodyScannerMotions','courtyard_box','courtyard_golf','courtyard_jacket',
'courtyard_laceShoe','downtown_stairs','flat_guitar','flat_packBags','outdoors_climbing','outdoors_crosscountry','outdoors_fencing','outdoors_freestyle',
'outdoors_golf','outdoors_parcours','outdoors_slalom']

NC是其余的

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xthan avatar xthan commented on May 30, 2024

您可以看一些评测部分。 我们采用了两套评测protocol。一套是3DPW challenge的,另一套是之前方法(VIBE,SPIN,HMR等)评测采用的范式。 ROMP作为一个one-stage bottom-up方法一直是整张图输入的,没有crop过。可以看一下/跑一下我们的评测代码确认。 我们这里求bbox只是用于将输出结果和ground truth匹配,不然没法评测。 我们的目前的方法没有加tracking功能,所以只能评测with association那个track。不评测tracking性能。 至于其他方法,他们有自己的pipeline,有的可能是top-down的,您应该有判断,这里就不评价了。

你好,如果在一张图中,ROMP没有检测出人或者检测多了一个人,找不到和ground truth匹配的时候,要怎么计算评测指标呢?

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Arthur151 avatar Arthur151 commented on May 30, 2024

你可以参见这里,我们给miss的填充了0姿态的三维人体网格。

3DPW不评测检测性能,因为确实图中有些人是没有3D标注的。多出来的估计不会被评测。

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