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I'm sure many here are more prolific as photographers and have much better filing systems and are using catalogs and XMP/IPTC data to locate specific photographs. Also many are using GPS data tagging and wonder if that is being accessed to locate photographs and how. My system is basically a digital shoe box under the bed filled with digital negatives.
I hope not too many have such a poor system.
Dave
I'm no expert on DAM, but my system is near foolproof. Considering that I'm quite the fool sometimes(always!) and even I can work this stuff out, I'm confident that it's it's near foolproof!
But it's Windows specific, and have no idea how it or if it would work on another OS.
I use the ability to set ITPC data into the NEF file. I've used GPS data on the odd occasion too. But the most important thing about it is even tho it's a wee bit tedious to add it, just adding some info then makes it easier to enhance each image later on making it easier to manage.
So my 'filing' system is similar to you in that I use my camera models as a prefix for each file name, using the camera generated file name(DSCxxxx) and Nikon transfer to rename each session. At every rollover/resetting of the 4 digit number in the camera number, I would use the camera's file naming feature to begin a new string for the number reset .. and that would simply become DSD_xxxx and DSE_xxxx ... etc. Just maintains sequencing of each file(if this ever became an important concept).
And use directories with the format YEAR->Camera model->(optional repeating folders)->date_reason for session|location|subject(or any combination of that info)
I use optional repeating folders for stuff like for example if I was with the brother, or sister, or at home or just taking some test images with some unique gear or whatever. Reason for this is in case a specific person(eg. family member) wanted a photo of ... situation and we couldn't remember a specific date for the photo... etc. etc eg. family christmas gatherings. You know this particular event/or photo happened at a christmas lunch, just cant recall which year or whatever. so easier to
So one of my last camera sessions was camping with the brother with the D800E .. 2020\D800E\Paul\20200608_Teddington_camp\
Paul is the brother(ie. why images exist in the first place), date,(for obvious reasons), Teddington(is a location) is a nice spot to camp, but I've spent just a single day or hour there driving through there too, so camp is also a unique identifier for that instance at Teddington.
Reasoning for this is that sometimes forgetfulness, lack of time, or simply laziness in tagging the images at the time of upload, and also easier to find images as you remember some unique aspect from them if you don't tag them in some way.
I used to(not so much now) occasionally have no time to tag images as I'd be out working/driving for 20 or more hours a day, start at 7am and possibly get home late into the night to start again the next day.
So time was limited that I'd get home, PC on quickly transfer, charge batteries for camera, quickly transfer and forget to add some tagged info(even tho most of the time they'd be tagged with GPS info) get up early next day and possibly do it all again the next day(whilst at work). Work was driving, and nothing to do with photography itself .. the photography may have been an opportunity whilst at work, during or afterwards.
In Transfer(now) I usually at least try to set at least one tagged bit of info, in addition to embedded GPS data.
The reason why at least one bit of tagged info is important(to me) in an image is it's then easier to use better tagging software to complete tagging the images in that set.
So for example, if I didn't have the time, or simply forget too(easy to get distracted with life) with the Teddington camping set, I would set at least one word in the IPTC section in Transfer so that images were subsequently easier to tag with more specific data at a later date .. could be even months later .. and having not tagged most of my early images I occasionally go back and look for those images and tag them(in bulk) too.
Back in the day Microsoft had a terrible set of software(Windows Live) and one piece in that set was Windows Photo Viewer. It's only saving grace is that it can tag raw files(NEFs in my case) directly and not ruin them in any way. It does this on the proviso that you install Nikon's codec for NEFs on the Windows PC. Windows Photo Viewer(and Windows Live software set) ceased support with Windows 7, but still works fine on Win10.
It's near impossible to get untagged files into PhotoViewer, so this is the reason for having at least one keyword inputted with Transfer. Once tagged, PhotoViewer is so much more feature rich compared to Nikon's useless software for tagging files, and remember this refers to raw files only.
That I know of there is no other software that will safely tag raw files embed that data into raw files and allow cross compatibility with almost every other software out there that can do DAM.
They all rely on their own database system, and if you ever require tagged data to be viewed by any(or all) of them at a pinch .. impossible. You need to use another process step to convert one database set into another .. and so on and so forth.
In my opinion .. really stupid!
That is, to have a fully feature rich DAM system whereby you have to rely on one single software for eternity .. for me is not an option.
For NEF files, I found(and yet to find any alternative that simply works) is ViewNX2. I use ITPC tagging in that software which embeds into the NEF, then is searchable by Windows itself too. Windows and Windows PhotoViewer both seem to use the same database when searching for keywords.
Back in Windows PhotoViewer, which I use to tag untagged NEFs, and where you can't directly open untagged images is not quite accurately written. You can, but it's a little tedious in that you have to view all untagged images(of which I currently have about 70 thousands remaining). There is a column of all the tagged info within the database on the LHS of the window, and the top most is labelled untagged. click on this and it lists all untagged files. It doesn't list them by any folder/directory structure .. just shows all thumbnails for all images. In the main window, there are obviously limits as to how many thumbnails can be displayed at any one time, and it can be tedious to do some batch lot jobs.
When I have lots of time and not much to do, I may go back into Photo Viewer and tag some more images .. at my leisure. The main idea is more so to separate this 70K lot of files into easier to manage chunks, so I look for obvious small sets of similar files(sessions) and again just add at least one keyword into that set. smaller sets of images are easier to work with. When I began the process of tagging untagged images I had nearly 200K images to go back too .. and the process seemed impossible to do.
My original DAM software was IDImager which used it's own database system(ie. not compatible with Windows OS itself) and worked quite well for me. I like the simple and usable interface(way back then). Dev stopped developing this program and began a new program .. now called Photo Supreme. I tried it but didn't like it(again back then). I needed to build thumbnails and all manner of additional paraphernalia .. and it's own database size inflated to near 10 Gigabytes on it's own.
For comparison, I see my Windows/Windows Photo Viewer database is approx 100-200 megabytes in size.
I never set out to use Windows Photo Viewer for the purpose of searching for tagged images directly via Windows Search, but this is a bonus to have. All I wanted was an easier way(than any Nikon software at the time) to add tagged data into NEF files so that each NEF file is then searchable by any software(into the future). I'm hoping that one day a software that is no so selfishly programmed that it's developer think that it's the only option available .. to date nothing like this exists .. and I suspect never will. So each image at the moment needs to be tagged and embedded.
embedded GPS data can be handy to have, and (that I've seen) many DAM software have the ability to use this to tag a locale name with that GPS data, but I've yet to see one that is actually 100% accurate with place names. Other may have better experiences with this, but living in Australia, and place names in remote areas are not what most mapping software will lead you to believe they are! Here, they can be hundreds of klms off.
So I mostly
don't use GPS data for this ability.
I do occasionally check it out in VNX2 tho. As VNX2 is no longer supported and weblinks change over time, most of the GPS/mapping features no longer works. The only section that does work with respect to location data is keywording via GPS data, and only then it works with Wikipedia. The other option(which IIRC) is linked to an now dead Google method of location pinpointing .. so doesn't work. Wiki can be accurate but not guaranteed to be. Id' guess it's accurate for names in popular locales. tho.
Nikon's NX Studio is currently laughably helpful. On images with embedded GPS data, it doesn't even recognise this fact correctly for use in keywording. It knows that there is GPS data, shows the lat/lon coordinates in the INFO panel. But the tag with GPS data option only works if you use the Map window. Why this is is anyones guess. I rarely use the map window for editing and tagging images.
Apologies for the arduous response. But DAM can be important as your store of images inflates to unamanageable proportions. At least one keyword for each session can be helpful. I replied on software specific databases, and didn't like it. I'm not a pro, and nowadays barely even amature enthusiast any longer .. time limited to get out and take photos. Hope that one day will find this lost time. But I'm still interested, but usually disorganised, hence the need a foolproof method.