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if I run groundingDINO with the following prompts: ["distance . mountains . valley . view .", "man . snow board . trick", "lunch . pizza . they .", "kitchen . refrigerator . "]
then I obtain the following probabilities per class:
It seems the samples in the batch are not processed independently...
Has anyone encountered the same problem or have any suggestions to fix it?
Thanks in advance
The text was updated successfully, but these errors were encountered:
FiorenzoParascandolo1
changed the title
Examples in the batch are not processed independently
Examples in the batch are not processed independently?
Feb 15, 2024
Hi everyone, I discovered this strange behavior.
I have 4 images
(img_1, img_2, img_3, img_4)
if I run groundingDINO with the following prompts:
["distance . mountains . valley . view .", "man . snow board . trick", "lunch . pizza . they .", "kitchen . refrigerator . "]
then I obtain the following probabilities per class:
{0: {'distance': 0.19821932911872864, 'mountains': 0.7135314345359802, 'valley': 0.42435237765312195, 'view': 0.38242971897125244}, 1: {'man': 0.3701115548610687, 'snow board': 0.31612950563430786, 'trick': 0.21027937531471252}, 2: {'lunch': 0.38231441378593445, 'pizza': 0.7270074486732483, 'they': 0.19436779618263245}, 3: {'kitchen': 0.6813028454780579, 'refrigerator': 0.5736187100410461}}
but if I add the class "pineapple" to the third prompt:
["distance . mountains . valley . view .", "man . snow board . trick", "lunch . pizza . they . pineapple . ", "kitchen . refrigerator . "]
then the probabilities associated with other elements in the batch also change.
{0: {'distance': 0.22729776799678802, 'mountains': 0.7141298651695251, 'valley': 0.43764322996139526, 'view': 0.367383748292923}, 1: {'man': 0.3758210241794586, 'snow board': 0.3222990036010742, 'trick': 0.21733753383159637}, 2: {'lunch': 0.3865318298339844, 'pineapple': 0.040617868304252625, 'pizza': 0.6494675278663635, 'they': 0.21683959662914276}, 3: {'kitchen': 0.6852126717567444, 'refrigerator': 0.5792219042778015}}
It seems the samples in the batch are not processed independently...
Has anyone encountered the same problem or have any suggestions to fix it?
Thanks in advance
The text was updated successfully, but these errors were encountered: