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Hi,
I use this open-source code to evaluate da_faster on voc-clipart.
The dataset I used as follows:
source dataset: VOC07+12 trainval, 16k images all.
target dataset: clipart1k (train+test)
And I got higher score(voc07 metric, IoU=0.5) than your papers:
mAP: 0.3296
aeroplane : 0.2564
bicycle : 0.4188
bird : 0.2848
boat : 0.2978
bottle : 0.3248
bus : 0.3452
car : 0.3970
cat : 0.0805
chair : 0.3393
cow : 0.4999
diningtable : 0.1703
dog : 0.2019
horse : 0.3035
motorbike : 0.3662
person : 0.5565
pottedplant : 0.4436
sheep : 0.1996
sofa : 0.2630
train : 0.3749
tvmonitor : 0.4676Following is the soruce-only score of clipart1k:
mAP: 0.2754
aeroplane : 0.1798
bicycle : 0.4767
bird : 0.2161
boat : 0.1275
bottle : 0.2338
bus : 0.6437
car : 0.3147
cat : 0.1322
chair : 0.3185
cow : 0.1364
diningtable : 0.1931
dog : 0.1273
horse : 0.2536
motorbike : 0.4130
person : 0.3196
pottedplant : 0.3662
sheep : 0.0909
sofa : 0.2208
train : 0.4274
tvmonitor : 0.3165I just do not know there was anything wrong with my experiment or anything else, because my result(Map50=0.3296) was much higher than your papers (mAP50=19.8)
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