Hi @gautmish,
Could you please share a screenshot of your PowerApps app's configuration?
Could you please share a bit more about the Gallery control within another screen?
Further, do you use the LoadData() function to load the collection data within your another screen?
I have made a test on my side and the images shows well. My PowerApps app's configuration as below:
Screen1: 
The OnSelect property of Collect Button control set to following formula:
Collect(AnswerImages,{ImageUrl:AddMediaButton1.Media});SaveData(AnswerImages,"AnswerImagesLocal")
The OnSelect property of Next Screen Button control set to following formula:
Navigate(Screen2,ScreenTransition.Fade);Clear(AnswerImages)
Screen2:

The OnVisible property of Screen 2 set to following formula:
LoadData(AnswerImages,"AnswerImagesLocal")
More details about SaveData() function and LoadData() function, please check the following article:
SaveData and LoadData function in PowerApps
Best regards,
Kris