About this lora

This is a lora's purpose is to re-create the style of the 2003 show Teen Titans. It can also re-create any character that appears in the show. See the bottom of the description for how to prompt the characters.

You do not need to prompt in anything regarding the style, the lora will do that on its own. If it doesn't trigger try adding "animated" to the end of prompt as a last resort.

Use trigger "TeenTitansStyle" and optionally you can use the character tag such as "char_raven" or "char_CHARACTERNAME" to help trigger the characters. Though there isn't any evidence it will help.

Dataset

Note: if you wanna know in detail how I prepare and trained this lora, check out my anime style guide. The process is the same.

605 images (585 SFW images, 20 NSFW images), 120 video clips all from the show. The image dataset is the same exact images/captions from the QWEN lora previous trained. The images are 512x resolution and the videos are 256x resolution. I let DP pick the aspect ratio automatically.

This time I used pyscene to split out the video clips from the raw data, but I had it also only split them out in 50 frames per clip. It resulted in a lot of multiple clips of the same scene, but it made prepping the dataset super easy. It also had a issue where the first frame in each clip randomly would be from the previous scene. I couldn't be bothered to figure it out so I just didnt used those clips with that issue. Also some clips had encoding issues and to be safe I also didn't use those clips.

To caption both the images and videos I used a custom web app that I vibe coded using google AI studio. If you wanna make one yourself its very simple. Feed it my anime style guide as a PDF (linked in the suggested resources for this model). And describe the UI like the screenshot linked here. Using this web app I was able to stream line everything. I captioning took around 5 minutes, and I did not even modify the captions provided except 1 or 2 of them. I'd like to share the app but it seems its linked to my google api account and I can't afford the cost of it being public so you can make your own.

I'm not sharing any tensor graphs because honestly I think those don't matter anymore for wan 2.2. I reference them to make sure the high model is trending downward at a rapid pace, and the low model is zig-zagging up and down but at a downward trend. I think I looked at them a total of like 4 times when training.

Training

I trained using my default settings in diffusion pipe. 512x for images and 256x for videos. And let DP pick the aspect ratio.

Converting the dataset to 16fps made the 50 frames videos to 35 frames per clip and all clips had the same # of frames (35). This combined with low resolution resulted in VERY efficient training time. I was getting around 1500 steps per hour. I was able to train both the high and low to around 30K steps each in 2 days. I had a working an usable lora at around 17K steps in 1 day of training locally on my 3090. But I decided to keep going (especially on the high) because I think it could be a little closer to the style. If you think its over trained let me know and I will share the 17K step version of the high and low. FYI I used around 20GB of VRAM when training.

Using this new way of captioning the dataset and collecting the clips I was able to streamline the process. I think you can get a fully working style lora in around 24 hours and with very little manual work beyond selecting your images and videos.

Settings

Every example here was generated using the 250928-dyno-lightx2v high MODEL + 250928 low LORA on dpm++_sde (shift at 5 on both). Just use my example workflow if unsure. I did make sure it works without the speed up loras, but I am starting to get agnostic at this point on using them. Just use them with higher resolution versus vanilla even if the style is slightly altered. They are getting better at making the lightx loras for wan 2.2 recently and the motion issue they had is mostly resolved. Sometimes the lightx loras will make it so the style isn't triggered, its rare but just modify your prompt a bit and try some other seeds if that happens.

Result

Overall I'm pretty satisfied with how this one turned out. It was my first "factory assembly line" approach to a lora. It could've been a bit better but I wanted to see how fast I could turn this one out and I think its 90% of the way there. My stance is still the same, that a style lora will not work well as a character lora. Yes you can prompt in all the characters but you still are better off training individual character loras for each character and combining them with the style lora here. There is some issues on characters with pupils since many characters in this style don't. If I had cared enough I should've cleaned up captioning to address this. You can fix in the prompting though.

Below is how to prompt each character and their primary outfit with character tag.

Warning, this is primarily a style lora. You will have better results recreating the characters by using a character lora with this style lora together. Its very hit or miss. Reference the captions file in the training data attachments for more info.

Raven

Character Tag: char_raven
Primary Outfit: A dark blue (or dark purple) hooded cloak fastened with a gold circular brooch with a red center, over a black sleeveless (or long-sleeved) leotard, with a gold belt adorned with red gems.
Appearance: pale gray skin, short dark purple hair with a widow's peak (or V-shape), purple eyes, a small red gem on her forehead.

Starfire

Character Tag: char_starfire
Primary Outfit: A purple two-piece outfit consisting of a purple sleeveless crop top and a purple miniskirt, a silver metal gorget (or collar) with a green gem, a silver belt with a circular buckle, silver gauntlets, and purple thigh-high boots.
Appearance: orange skin (or tan-orange skin), long straight red (or magenta) hair, large solid green eyes without pupils.

Robin

Character Tag: char_robin
Primary Outfit: A red tunic (or red short-sleeved top) with a yellow "R" emblem, green sleeves, green leggings, a yellow cape with a black interior, a yellow utility belt, green gloves, and black boots.
Appearance: spiky black hair, black domino mask, black domino mask with white lenses.

Cyborg

Character Tag: char_cyborg
Primary Outfit: His body is his outfit. Use descriptions like: a muscular man whose body is composed of silver, grey, and white metal plating; blue and dark grey armor with glowing blue circuits on his shoulders, arms, and legs. His arm can be described as a large cylindrical sonic cannon.
Appearance: dark skin (or brown skin), the left side of his face is covered in metal plating, one human eye, one red glowing cybernetic eye.

Beast Boy

Character Tag: char_beastboy
Primary Outfit: A black and magenta (or black and purple) suit with a high collar, a grey utility belt, and grey gloves.
Appearance: green skin, pointed ears, short green hair (or spiky dark green hair), fangs.

Terra

Character Tag: char_terra
Primary Outfit: A grey and black short-sleeved top over a white long-sleeved shirt, blue shorts, a brown utility belt, and large brown gloves.
Appearance: long blonde hair, tan skin, blue eyes (sometimes described as purple).

Slade

Character Tag: char_slade
Primary Outfit: A full-body black and grey tactical armored suit with bolted plates on his shoulders and limbs, a utility belt, and a two-toned mask that is half black and half orange with a single eyehole.
Appearance: (Usually masked) an imposing man in armor.

Blackfire

Character Tag: char_blackfire
Primary Outfit: A dark purple and black outfit consisting of a sleeveless top and miniskirt, with segmented, metallic light-purple armor on her arms, midsection, and thighs, and a circular emblem on her chest.
Appearance: tan skin, long black hair with purple highlights, purple eyes.

Jinx

Character Tag: char_jinx
Primary Outfit: A long-sleeved black dress with a high collar and purple accents, paired with a black choker that has a purple gem.
Appearance: pale grey skin, pink eyes with slit pupils, spiky pink hair styled into two large horns with black bands at the base.

Bumblebee

Character Tag: char_bumblebee
Primary Outfit: A yellow and black striped crop top, a matching choker, black pants, a gold belt, and gold gauntlets.
Appearance: dark skin, black hair styled in two space buns, light brown or green eyes, translucent insect-like wings.

Mammoth

Character Tag: char_mammoth
Primary Outfit: A sleeveless black top and thick, gold-colored bands on his upper arms and wrists.
Appearance: A large, muscular man with brown skin, long brown hair, a prominent brow, a brown goatee, and two small tusks jutting up from his lower jaw.

Cinderblock

Character Tag: char_cinderblock
Primary Outfit: Does not wear clothes. His body is his primary feature.
Appearance: A large, muscular man or creature with gray skin, lumpy purplish-red skin, or a rock-like body, with glowing red or green eyes.

Speedy

Character Tag: char_speedy
Primary Outfit: A sleeveless, high-collared black and red suit with a gold circular "S" emblem on the chest, a gold strap over his shoulder to a quiver of arrows on his back, and black elbow-length gloves.
Appearance: short orange hair, brown skin, a black domino mask with white lenses.

Mumbo Jumbo

Character Tag: char_mumbojumbo
Primary Outfit: A tall black top hat, a black tuxedo with a white collar and cuffs, and a red-lined cape with a high collar.
Appearance: light blue skin, white spiky hair, a pointy nose, a black domino mask, and sharp teeth.

Mad Mod

Character Tag: char_madmod
Primary Outfit: A blue and red blazer designed like the Union Jack flag, a white ascot, a black shirt, and tight white pants.
Appearance: red hair in a bowl cut with thick sideburns, dark glasses, pale skin, a menacing grin.

Kid Flash

Character Tag: char_kidflash
Primary Outfit: A yellow and dark red suit with a dark red lightning bolt insignia on the chest and matching red gloves.
Appearance: spiky red and orange hair, blue eyes, a yellow domino mask.

Mother Mae-Eye

Character Tag: char_mothermaeeye
Primary Outfit: A white shawl over a red dress and a pink apron with a single large eye design on it.
Appearance: A short, stout woman with a large red and white spotted mushroom cap on her head.

Trigon

Character Tag: char_trigon
Primary Outfit: A black loincloth with a grey sash.
Appearance: A muscular man with crimson-red skin, long, flowing white hair, four glowing yellow eyes, pointed ears, and two small fangs.

Madame Rouge

Character Tag: char_madamerouge
Primary Outfit: A sleeveless red top and a thick black collar with grey metallic details, long black gloves.
Appearance: short black hair in a bob cut with v-shaped bangs, tan skin, bright blue eyes, dark red lipstick.

Kitten

Character Tag: char_kitten
Primary Outfit: A black long-sleeved top with purple sides, a short purple skirt, light gray gloves, and a light gray belt.
Appearance: voluminous brown hair and a black headband.

Slade Commando

Character Tag: char_sladecommando
Primary Outfit: Grey and dark grey metallic bodies with segmented joints, cylindrical heads with two glowing red circular eyes, and a red light on their chests.
Appearance: Humanoid robots.

Red X

Character Tag: char_redx
Primary Outfit: A black full-body suit with a tattered grey cape, grey shoulder pads, a grey belt, and a prominent red 'X' on the chest.
Appearance: Wears a grey skull-like mask with a red 'X' over the left eye.

Argent

Character Tag: char_argent
Primary Outfit: Light blue armor on her shoulders, chest, and forearms over a black outfit, with a black cape.
Appearance: pale grey skin, long spiky white hair, bright blue eyes with black markings underneath them, a black mask over her lower face.

Killermoth

Character Tag: char_killermoth
Primary Outfit: A black and purple suit with a purple helmet with two small antennae and a black mask over his eyes.
Appearance: A muscular man. (Often seen as a large, humanoid moth-like creature with purple skin and large wings).

Elastigirl

Character Tag: char_elastigirl
Primary Outfit: A purple high-collared sleeveless top over a long-sleeved black shirt, a matching purple miniskirt, and light grey gloves.
Appearance: shoulder-length brown hair held back by a black headband.

Doctor Light

Character Tag: char_doctorlight
Primary Outfit: A black and white costume with a large circular emblem on the chest depicting a lightbulb, a black helmet with a white fin, and white gloves.
Appearance: brown skin and a black goatee.

Pantha

Character Tag: char_pantha
Primary Outfit: A black, sleeveless leotard with a tan belt with a black "P" on it, and black bracers on her forearms.
Appearance: dark skin, long, wavy, dark brown hair with red highlights, wears a tan mask with black tiger stripes.

Brother Blood

Character Tag: char_brotherblood
Primary Outfit: A voluminous robe with a high brown collar, a yellow yoke, and dark purple shoulders over a black garment.
Appearance: silver-gray hair styled into points, pale skin, light blue eyes.

Nightwing

Character Tag: char_nightwing
Primary Outfit: A black bodysuit with a large, stylized blue bird emblem on the chest and blue piping down the sides of his torso.
Appearance: long black dreadlocks, black domino mask.

Mas

Character Tag: char_mas
Primary Outfit: A white bodysuit with black and red accents, a white helmet with a single red lightning-bolt antenna, and yellow goggles. A red circle with a white plus sign is on his chest.
Appearance: A small boy.

See-More

Character Tag: char_seemore
Primary Outfit: A white, long-sleeved, form-fitting top with a large black symbol on the chest, a thick green belt, a green collar, and light green segmented bracers.
Appearance: a young man with brown skin, wears a green helmet that covers the top of his head with a single large yellow-green eye in the center, and pink rectangular visor glasses.

Katarou

Character Tag: char_katarou
Primary Outfit: A sleeveless, light grey tunic with a high, pointed collar, teal accents, and black arm guards.
Appearance: tan skin, black hair pulled back into a ponytail.

Menos

Character Tag: char_menos
Primary Outfit: A white bodysuit with black and red accents, a white helmet with two small red lightning-bolt antennae, and yellow goggles. A red circle with a white minus sign is on his chest.
Appearance: A small boy.

Kole

Character Tag: char_kole
Primary Outfit: A purple and lavender top with a high collar, black pants, and gold wristbands.
Appearance: a young girl with short blonde hair and green eyes.

Herald

Character Tag: char_herald
Primary Outfit: A blue and black hooded costume with a silver horn emblem on the chest and a partial silver mask over their eyes.
Appearance: dark skin.

Professor Chang

Character Tag: char_professorchang
Primary Outfit: A white lab coat over a light-colored shirt and dark pants.
Appearance: An older, balding man with dark hair on the sides.

Sarasim

Character Tag: char_sarasim
Primary Outfit: A simple, one-shoulder, light brown dress tied with a black rope at her waist.
Appearance: dark skin, long black hair, blue eyes.

Aqualad

Character Tag: char_aqualad
Primary Outfit: A blue and black bodysuit with a white, stylized wave-like pattern across his chest and shoulders, and dark blue gloves.
Appearance: pale skin, long black hair slicked back with a widow's peak, black almond-shaped eyes.

Val-Yor

Character Tag: char_valyor
Primary Outfit: A red singlet.
Appearance: A very muscular man with short brown hair, a black handlebar mustache, and a pointed, orange-brown goatee.

Krall

Character Tag: char_krall
Primary Outfit: A grey sleeveless tunic with a high collar and a black crescent moon symbol on the chest, dark brown fingerless gloves.
Appearance: A very muscular man with tan skin and long dirty blonde hair.

Cheshire

Character Tag: char_cheshire
Primary Outfit: A dark teal, kimono-style dress with light green trim and a light green obi-like sash.
Appearance: long, thick black hair, wears a white, feline-like mask that covers her entire face.

Negative Man

Character Tag: char_negativeman
Primary Outfit: A purple and black uniform with a grey belt.
Appearance: A man whose head and forearms are completely wrapped in white bandages.

Robotman

Character Tag: char_robotman
Primary Outfit: A black harness with a purple and silver emblem on his chest.
Appearance: A very large, muscular man with an orange, rock-like body.

Private H.I.V.E.

Character Tag: char_privatehive
Primary Outfit: A long purple hooded robe fastened with a gold hexagonal clasp.
Appearance: pale skin and black hair, wears black sunglasses.

Kyd Wykkyd

Character Tag: char_kydwykkyd
Primary Outfit: A black bat-like costume with a tattered cape.
Appearance: red eyes.

Monsieur Mallah

Character Tag: char_monsieurmallah
Primary Outfit: A grey and black harness over his broad shoulders.
Appearance: A large, anthropomorphic black-furred gorilla with a dark grey muzzle and red eyes.

Silkie

Character Tag: char_silkie
Primary Outfit: Does not wear clothes.
Appearance: A large, larval creature with a segmented, light beige body with wavy, purple-pink stripes, drooping black eyes, and a mouth full of sharp teeth.

Mento

Character Tag: char_mento
Primary Outfit: A purple helmet with two antennae, a purple domino mask, and a high-collared purple suit with long grey gloves.
Appearance: brown skin and blue eyes.

(The remaining characters each appeared only once in the dataset)

Wildebeest (char_wildebeest): A muscular man with dark skin, thick black eyebrows, and long black hair. Shirtless, with a thin brown strap over his shoulder.
Scarecrow (char_scarecrow): Wears a tattered, pointed hat, a maroon shirt with a white collar, a dark ragged cape, and gray pants.
Soto (char_soto): A monkey-like creature with white fur and a pink face, wearing a dark gray and black harness with a red emblem.
Kitty (char_kitty): A teenage girl with a dark complexion, blonde shoulder-length hair, and a pink headband, wearing a long, strapless pink gown.
Dr. Sarah Charles (char_dr.sarahcharles): Has light brown hair styled in a bun, wears gold hoop earrings, a purple turtleneck under her white lab coat.
Fixit (char_fixit): A man with brown skin and a black mustache wearing a grey and light grey bodysuit with a high, ribbed collar and a grey skullcap.
Hot Spot (char_hotspot): A man with a red and yellow head that resembles a mask, wearing a black bodysuit with red shoulders.
Myron (char_myron): A man with a bald head, red hair on the sides, and a long red beard, wearing a purple tunic with a shaggy black collar and light blue metallic armor.
The Brain (char_thebrain): A pinkish-grey brain encased in a clear glass dome attached to a dark grey metal band.
Larry (char_larry): A man with buck teeth and brown hair wearing a light blue bunny-pig hybrid costume with long floppy ears.
Tigress (char_tigress): A tall, slender orange and white tiger-like woman with black stripes, three large green eyes, and a purple and light blue outfit.
Flinters (char_flinters): A smaller brown monkey-like boy with a domino mask, wearing a red and yellow costume with the letter 'F' on the chest.
Overload (char_overload): A man with blue skin, a magenta mohawk shaped like a lightning bolt, and glowing magenta eyes.
Plasmus (char_plasmus): A massive, shadowy being whose body is crisscrossed with a network of glowing green and yellow-green lines, with stark white glowing eyes.
Puppet King (char_puppetking): A puppet-like boy with brown skin and short black hair, dressed in a red jacket with gold cuffs and grey pants.
Chu-hui (char_chu-hui): An elderly man with dark skin, long white hair, a white goatee, wearing a large, flat, rectangular wooden hat and a red outer robe.
The Chef (char_thechef): A man with short black hair and a thick black mustache, wearing a tall, pleated red chef's hat and a red chef's jacket.
Wrestling Star (char_wrestlingstar): A muscular, shirtless man with spiky white hair, wearing a green and light green luchador mask.
Wally West (char_wallywest): (Identified as a cheering child) A boy with brown hair wearing a brown short-sleeved shirt over a grey long-sleeved shirt.
Atlas (char_atlas): A man in red and gold armor with a blocky red helmet and white eye slits.
Nyarlathotep (char_nyarlathotep): A man in a black jacket and blue jeans with a large, black spider creature on his head.
Kardiak (char_kardiak): A muscular, ape-like man with dark gray fur, wearing dark blue leggings and a ridged, light gray cowl.
Red Star (char_redstar): A being with a glowing red and yellow head, wearing a black cloak with a high, stiff, dark red collar.
Brushogun (char_brushogun): A man with long white hair and a long white beard, wearing a flat grey hat and a long purple robe.
Galfore (char_galfore): A very large person in bulky light blue armor with a green circular gem on the gauntlet, and grey hair.
Fang (char_fang): A large, furry, brown, bear-like creature with pointed ears and sharp fangs.
Bear (char_bear): A large, muscular, anthropomorphic brown bear with dark brown fur, wearing thick black straps over his shoulders.
Malchior (char_malchior): A large, purple draconic creature with bat-like wings and glowing red eyes.
Adonis (char_adonis): A man with light skin and blonde mullet-style hair, wearing a necklace made of large grey teeth and a sleeveless, olive-green vest.
Phobia (char_phobia): A woman with her head and neck entirely wrapped in light grey bandages, wearing a high-collared garment with a purple torso and black sleeves.
Trident's Shark (char_tridentsshark): A large, dark green shark with a black top and a row of sharp, white, triangular teeth.
Killer Croc (char_killer croc): A large, green, muscular reptilian creature with a crocodile-like head and sharp, white teeth.
H.I.V.E. Headmaster (char_hiveheadmaster): A muscular man in a yellow and dark purple superhero costume with a yellow hexagonal emblem with a black letter 'H' on the chest.
Thunder (char_thunder): A large, bulky man with light blue skin, wearing blue and black segmented armor with a samurai-style helmet.
Lightning (char_lightning): A slender boy with pale yellow skin and glowing spiky white hair, wearing an orange chest piece with a yellow lightning bolt emblem.

Files with SHA256: c6da654d3dd05c851f0e363c12fb26afd68e2a034391844ab36e8a7ea9889bdf