After thinking about it, I've come to the conclusion that I should do one last version for my SD 1.5 models. The point is that the time and money I've spent and the return I've received have led me to conclude that, once the older models were solidified, it doesn't matter if my model is better or not, I'm unlikely to win over fans of other models. What's more, I've reached a point where I no longer see a big enough evolution on my part in training 1.5 models to justify the time and money spent.
The FINAL model is the result of using the same Dataset that I used for the XL models:
So, in addition to the DPO, you can rely on some of the features of the Pony models. But remember, we're talking about SD 1.5 models, so don't expect the same result as an XL model.
About DPO (Direct Preference Optimization).
DPO fine-tune on datasets scored as highly visually appealing by an aesthetics classifier, to bias the model to visually appealing generations, while maintaining distributional guarantees and improving generic text-image alignment in addition to visual appeal. The training is via gradient descent, automatically validate checkpoints with the 500 unique prompts of the Pick-a-Pic validation set: measuring median PickScore reward of generated images. DPO scheme implicitly learns the differences in between images by taking an expectation over the inner term of the prompt.
So, DPO pay more attention on your prompt and try to generate a better image from it.
I'm very grateful to the authors of the Checkpoints and LoRAs used in the ONE FOR ALL series and I recommend everyone to visit them and appreciate their work (if your name isn't here, it's because any of your assets were been used):
That's all folks!!
After thinking about it, I've come to the conclusion that I should do one last version for my SD 1.5 models. The point is that the time and money I've spent and the return I've received have led me to conclude that, once the older models were solidified, it doesn't matter if my model is better or not, I'm unlikely to win over fans of other models. What's more, I've reached a point where I no longer see a big enough evolution on my part in training 1.5 models to justify the time and money spent.
The FINAL model is the result of using the same Dataset that I used for the XL models:
ONE FOR ALL «Plus Ultra» - v 3 DPO+Pony | Stable Diffusion Checkpoint | Civitai
ONE FOR ALL «Pony Fantasy» DPO+VAE - v 2.0 DPO | Stable Diffusion Checkpoint | Civitai
So, in addition to the DPO, you can rely on some of the features of the Pony models. But remember, we're talking about SD 1.5 models, so don't expect the same result as an XL model.
About DPO (Direct Preference Optimization).
DPO fine-tune on datasets scored as highly visually appealing by an aesthetics classifier, to bias the model to visually appealing generations, while maintaining distributional guarantees and improving generic text-image alignment in addition to visual appeal. The training is via gradient descent, automatically validate checkpoints with the 500 unique prompts of the Pick-a-Pic validation set: measuring median PickScore reward of generated images. DPO scheme implicitly learns the differences in between images by taking an expectation over the inner term of the prompt.
So, DPO pay more attention on your prompt and try to generate a better image from it.
I'm very grateful to the authors of the Checkpoints and LoRAs used in the ONE FOR ALL series and I recommend everyone to visit them and appreciate their work (if your name isn't here, it's because any of your assets were been used):
#
Envy
53rt5355iz
7ELIX
7sanal7san
7whitefire7
A
Afroman4peace
Aikimi
Aitasai
alfredplpl
ALIENHAZE
andreac75
AnomalousConcepts
AnonymousM
AstreaPixie
aueki4g467
averageaistories
B
Bailey31
br_d
bdsqlsz
blue_pen5805
boristheblade911
C
CagliostroLab
Cauldrath
CemreK
charsheetanon
Chenkin
Chik
chilon249
chosen
Cisney_Gassai
claulis
ConsistentFactor444
CrasH
CyberAIchemist
Cybernella
D
Deizor
Desync
Deviah
devpilgrim
digitalcatkuro
DynamicWang
Disty0
DucHaiten
duskfallcrew
DynamicWang
E
earthnicity
eliont
epinikion
Epitaph
F
Faeia
FallenIncursio
fat10kg
FoxieQueen
freek22
FrostyForest
flyx3
futureflix
G
gegebo001
Goofy_Ai
GuenterChao1989
Gungie
gxf159357233
H
Hadrian
hakoniwa
hearmeneigh
Hevok
hotfantasy_ai
I
Ikena
Imaginary_Girl
indigowing
Inzaniak
IronCatMan
J
J1B
Jadewind
joebowersphotography
JujoHotaru
K
K4gtuTi
KandooAI
kazma1997
kinshin007
kitarz
L
L_A_X
LahIntheFutureland
Lorian
Lykon
M
MarcosDesign
Meina
MilitantHitchhiker
mskiller51
muteman
N
nachyodaddy
noesca
Novamind
ntc Creator
Nullcaster
O
olivetty
oosayam
otarukuma
P
paofu1
PastelDiffusion
PettingZooBurnWard
piratekitty
pjaama
Prettycherry
PsySpy
Puffin
PurrfectlyAI
PurpleSmartAI
R
Rabbit_YourMajesty
Raelina
RAMTHRUST
Random_Maxx
recoilme
RedRayz
residentchiefnz
RestlessDiffusion
RoyD
rqdwdw
runew0lf
S
s6yx
Sayl3s
SEELREAL
SG_161222
Shining_Kon
Shirakami
silvermoong
Socalista
sopenit494
SoraniPrime
sparkfun
SpichTF
StableDiffusionVN
Stan_Katayama
Stoke
sunsmilechuan268
T
TangBohu
Tasty_Rice
teasan
tkvier
TLFZ
Triple_Headed_Monkey
TroubleDarkness
Tzigo
V
vantablackdark
Vivipeg
W
w4r10ck
WarAnakin
wier
wrench1815
wuwuming_Hansen
X
XBX
Xiao_Ye_Youli
XSELE
Y
yamatazen
Yamer
YikaPanic
Yueluo_
YukiLaneige
Yuno779
Z
Zavy
Zemray
ZhuYuJane
Zovya
ZyloO
Zyx_xx
And to all those who in some way collaborated or encouraged this work, I affectionately offer this simple but sincere Special Thanks:
AIArtjak Creator Profile | Civitai
bill_su670 Creator Profile | Civitai
budace Creator Profile | Civitai
Darrow_andromedus Creator Profile | Civitai
enfugue Creator Profile | Civitai
eurotaku Creator Profile | Civitai
evtqtyn912 Creator Profile | Civitai
frtzngbllrai Creator Profile | Civitai
iJWiTGS8 Creator Profile | Civitai
J4fun Creator Profile | Civitai
Janloy Creator Profile | Civitai
lolikkrun330 Creator Profile | Civitai
Mackya Creator Profile | Civitai
Manuka Creator Profile | Civitai
mow Creator Profile | Civitai
PM786 Creator Profile | Civitai
saehara151 Creator Profile | Civitai
SpongeMan12 Creator Profile | Civitai
stapfschuh Creator Profile | Civitai
Special Thanks to those creators:
Envy
ArtisticSoul66
Ngpete46
Seikikai
Code_Breaker_Umbra
NoBotherPls
Olbanets
Baixiu
dotapickban
PlumBeer
SDraw
LittleJelly
FulcrumGame
MarkWar
zz7aq
evtqtyn912
Belosvet
FauxAndCroe
freek22
Greopolis
Dravious
Silverarc
BlazzzX4
FatsIncognito
LUNA_a464
Bolivante
Beatrix_Violet
PettingZooBurnWard
LtFoxVixen1
Tzigo
Cheezy777
alexPanter
J0ntoth
rylaa
Goblintide
Bonero
Wontty333
Schmutterling123
olivia3215
JayZero
LAIZAK
pvt
Special Thanks to my amazing followers:
zendashi528
biscuithead
lithium
ellolle
nirahan
mik_krya
dolly2
mow
hobbylife
bread001
paniq303
Houn
eddyam
M_Blade
MeanGreen
Fumai
Darkhitman
SiE69
Sena_Kashiwazaki
Dantae
duskfallcrew
3moon
FireBlack85
Me_Is_Ghost
Talgronisa_1893
wtjs67
SergBel
lolikkrun330
crazyliu
dragonflycave
puppert659
dotapickban
maya1
garmazeon705
rikunamako
huzhehuan
buffa1991437
NOC_314
Jianka
cobyplaygame26
Lamperouge1205
imabsa837
sirdiablo11667
thecollector820766
ATH_Q63BTS
306145309128
CoffeeSipYum
iamxenos
100byakuen_967
exile121075310
savagehzlc207
leviscorpio1987
tk4649japa399
AlexLai
nicola_saayman_ns649
8uhole
aiRabbit0
SD321
schnurzelmeister963
gamaranfleek423
Enno89
Quietstorm2023
biowulf28420
xfreefun
Acuta
Auron_Fables_AI
uiop0
Mandalore07
clunkerjunker
Fazikage
zuryvost
angolssj4286
fouwin001733
solublehamster
TheElement
frazzir1508
Anasi
Omikonz
devilseye
Belosvet
xarius325417
ZoeArtemis
20schmakaroos174
empathicPrincessor
EXTA_PALATIN
bajosignodedeseos437
nexorus1984
The502404313
freek22
aliciagothika219
Greopolis
Brushguy2005
lingousheng
Wolverine1970
aafmmo89
yendrisn
Petr90
nenten
Treggithor
azeroth0117
lok_e
Jinlong1
boosterrex
Ralei
Tanner_Quick
lopper
samaritane583
LUNA_s13
Xavidd
daf666379
cr0wquill
narumi233
Manuka
themuatok483
m218339
User37
golbof123779
RyzeNGrind
nimalls
Meliodasu
Cobalt_Slug
tangential
chicoelegante
thewoofer
yankhee
Slidefar69
KodiCrystaline
Rambu
zero13sanctus
bossdenis2018818
fadafi
reiier
ALNight
Samas
KelevraQuakenstein
LetTheBassDrop
ZanderRykael
sukilemons11
thefallenangel123572
alainvalide
evercoss
PettingZooBurnWard
sour99248
kurorox
Tzigo
Creepybit
devin2025
Qvoheu
aaog14721
nukunuku895
JakePaul4Real
v72d
shenxuiu289
27braced685
xahofe4433360
J0ntoth
cosmality
Sicafoose
gggituki657
dominator2
tamarawolfgirl133
rhult
sloumok2311
tiantangxiaochu622
Chamekitty
bavart2024
waywardspooky
BiffLohman
alleb95f
Alustra88
hero2002yaya0224
alukilink
cjdeedle
DaisyValruna
dereklayne1966574
Thaddius
Channel_42
Bebs98
Wontty333
Rattlepaw
RainfromNalchik
blazkenstyle1407
number9letterk
homer_26
LaSentinelle
wabbajackd117
aaronchm
olivia3215
benheadrdale117mlp165
CaleAi
JanusK
LegacyZero
pancho512
kozak23
LAIZAK
pvt
Cacatua
ARTMANIA
straton86
Atomicflameice2
Wolfthegayest
AND YOU WHO IS AMAZING TO READ SO FAR HERE!! WOW!! 😱🤩💓
YOU ARE REALLY AMAZING!! THANK YOU VERY MUCH!! 🥰🥰🥰