CosplayAI

Transform Into Your Hero in 15 Minutes, Not 15 Hours

Comment

πŸ¦‡ CosplayAI - Transform Into Your Hero in 15 Minutes, Not 15 Hours

πŸ’₯ The Problem: Heroes Shouldn't Cost a Fortune

"I'd love to cosplay Batman for Comic-Con, but..."

  • Professional costumes cost $200-500 😰
  • DIY tutorials assume you're a master tailor 🧡
  • YouTube guides are 3 hours long for ONE piece πŸ“Ή
  • By the time you're done, the event is over ⏰

What if you could look in your closet and see the hero you already are?

⚑ Our Solution: AI-Powered Minimal Transformation

CosplayAI doesn't replace your clothesβ€”it upgrades them.

Upload a photo in your everyday outfit. Our AI:

  1. Removes the background (no green screen needed)
  2. Analyzes your clothes vs. your chosen hero
  3. Generates a step-by-step guide with ONLY the changes that matter
  4. Shows you the final result with virtual try-on
  5. Recommends poses that make you look powerful

Average transformation: $15 in materials, 40 minutes of work, 100% hero energy.

🎬 The Demo That Proves It Works

Meet Alex. Regular college student. Blue denim shirt. Dark jeans. Zero cosplay experience.

Alex wants to be: The Dark Knight (Batman)

What CosplayAI Did:

  • βœ… Removed messy dorm background β†’ Clean, professional look
  • βœ… Analyzed clothes β†’ 67% already matches Batman's aesthetic
  • βœ… Generated 3 simple modifications (not 30):
    • Dye shirt black: $8, 30 minutes
    • Add utility belt: $4, 5 minutes (Amazon basic belt + pouches)
    • Style hair back: Free, 2 minutes
  • βœ… Minimal makeup guide: Dark eyes for intensity
  • βœ… Virtual preview: Shows Alex as Batman BEFORE doing anything
  • βœ… Power pose coaching: "Stand wide, chin up, fierce eyes"

Total investment: $15 and 40 minutes.
Result: Convention-ready Batman that looks like it took days.

The kicker? Alex can still wear that shirt to class after the con. It's not a disposable costumeβ€”it's an upgrade to clothes he already owns.

πŸ’‘ What It Does (And Why It's Magic)

CosplayAI is the world's first AI system that turns everyday clothes into superhero costumes through intelligent minimal modifications.

The Full Pipeline:

1. Smart Upload

  • Take a photo anywhere (your room, your car, the subwayβ€”we don't care)
  • Tell us your hero: "I want to be Batman"
  • Our AI immediately understands the target aesthetic

2. ML-Powered Background Removal

  • Uses rembg (U2-Net model) to strip away distractions
  • No green screen, no studio, no expensive lighting
  • Focuses analysis on YOU, not your messy bedroom

3. Advanced Outfit Analysis

  • Color Extraction: Analyzes dominant colors in your clothes (RGB + modal detection)
  • Style Classification: Uses GPT-4 Vision to understand garment types ("casual button-up," "fitted tee," etc.)
  • Match Calculation: Compares your outfit to Batman's signature look (black, tactical, armored)
  • Result: "You're 67% there already!"

4. Smart Modification Engine

  • Generates ONLY the changes that move the needle
  • Prioritizes: Cheapest β†’ Easiest β†’ Biggest visual impact
  • No sewing, no 3D printing, no advanced skills required
  • Each step includes: Difficulty, Time, Cost, Materials list

5. Skin-Aware Makeup Recommendations

  • Integrates PerfectCorp Skin AI for real skin analysis
  • Customizes makeup to YOUR skin tone, not generic tutorials
  • Recommends minimal changes that enhance natural features
  • Example: "Dark smokey eyes to match Batman's intensity"

6. Virtual Try-On Preview

  • PerfectCorp Apparel VTO renders Batman's look ON YOUR BODY
  • Preserves your pose, lighting, and proportions
  • Shows you the final result BEFORE you spend a dollar
  • This is your motivation to actually follow through

7. Power Pose Coaching

  • Recommends stance, expression, camera angle
  • Specific to your hero (Batman: wide stance, intense gaze, low angle)
  • Turns a good costume into a GREAT photo

Philosophy: We're not selling you a costume. We're teaching you to see the hero in what you already own.

🎬 The 2-Minute Demo That Will Blow Your Mind

Watch what happens when regular clothes meet AI:

ACT 1: Before (0:00-0:20)

Scene: College dorm room, posters on wall, unmade bed

Alex wearing: Blue denim shirt, dark jeans, sneakers
Alex thinking: "Comic-Con is in 3 days. I want to be Batman but I'm broke and busy."

ACT 2: The Upload (0:20-0:35)

  • Opens CosplayAI
  • Snaps selfie with laptop webcam
  • Types: "I want to be Batman"
  • Clicks "Transform Me"

ACT 3: The AI Works Its Magic (0:35-1:05)

Split screen showing:

  • Left: Background being erased (messy room β†’ clean white)
  • Right: Numbers calculating (Color match: 67%... Style match: 72%...)

AI Voice-over: "Analyzing outfit... You're already 67% Batman. Here's how to close the gap."

ACT 4: The Guide (1:05-1:45)

Three cards appear, one by one:

STEP 1 🎨
"Dye your shirt black"
πŸ’° Cost: $8 (Rit fabric dye)
⏱️ Time: 30 minutes
🎯 Impact: +25% hero match

STEP 2 πŸ”§
"Add a utility belt"
πŸ’° Cost: $4 (basic belt + small pouches)
⏱️ Time: 5 minutes
🎯 Impact: +5% hero match

STEP 3 βœ‚οΈ
"Style hair back with gel"
πŸ’° Cost: Free (you have gel)
⏱️ Time: 2 minutes
🎯 Impact: +3% hero match

MAKEUP BONUS πŸ’„
"Dark smokey eyes for intensity"
πŸ’° Cost: $3 (drugstore eyeshadow)
⏱️ Time: 5 minutes

ACT 5: The Virtual Preview (1:45-2:05)

Dramatic reveal music

Screen wipes to show: Alex in full Batman transformation

  • Black tactical-looking top
  • Utility belt visible
  • Hair styled back
  • Intense eye makeup
  • Dramatic lighting

Text overlay: "Total: $15 | 42 minutes | 100% hero"

ACT 6: The Pose (2:05-2:25)

AI shows proper Batman stance

  • "Stand wideβ€”own your space"
  • "Chin slightly upβ€”you're the protector"
  • "Eyes intenseβ€”you ARE the night"
  • "Camera low angleβ€”emphasize power"

Final shot: Alex striking perfect Batman pose

ACT 7: The Reveal (2:25-2:45)

Voiceover: "Last year, Alex spent $350 on a pre-made costume he wore once."

Cuts to sad costume in closet

Voiceover: "This year, Alex spent $15 upgrading clothes he'll wear all semester."

Cuts to Alex wearing the black shirt casually at campus

Voiceover: "Same hero energy. 95% cheaper. 10x more useful."

Final title card:
"CosplayAI: Because you're already a hero."
"You just need to see it."

πŸ—οΈ How we built it

Technologies Used:

  • Frontend: Next.js 14 + React + TypeScript
  • Backend: Next.js API Routes (Node.js runtime)
  • Image Processing: Sharp (resize, enhance, color analysis)
  • Background Removal: Python rembg library (ML-powered)
  • Skin Analysis: PerfectCorp YouCam Skin AI API
  • Virtual Try-On: PerfectCorp YouCam Apparel VTO API
  • AI Analysis: GPT-4 Vision for garment understanding
  • Deployment: Vercel (serverless functions)

Architecture:

User Photo + Hero Choice
    ↓
Background Removal (rembg)
    ↓
Parallel Processing:
β”œβ”€ Skin Analysis (PerfectCorp Skin AI)
β”œβ”€ Garment Color Extraction (Sharp)
└─ Garment Style Analysis (GPT-4 Vision)
    ↓
Match Calculation & Guide Generation
    ↓
Virtual Try-On Preview (PerfectCorp Apparel VTO)
    ↓
Complete Transformation Guide

Key Implementation Details:

  1. Intelligent Background Removal:

    • Python rembg with U2-Net model
    • Automatic compositing on white background
    • Preserves subject quality while removing distractions

  2. Smart Garment Analysis:

    • Sharp-based color extraction from torso region
    • Modal color detection (not just average)
    • Style classification via GPT-4 Vision

  3. Minimal Modification Algorithm:

    • Calculates color distance between current outfit and hero archetype
    • Generates modification steps based on match percentage
    • Prioritizes simplest, cheapest changes first
    • Provides difficulty ratings and cost estimates

  4. Skin-Aware Recommendations:

    • Uses real skin scores (redness, radiance, acne) from PerfectCorp API
    • Customizes makeup suggestions to complement natural skin
    • Adjusts color recommendations based on undertones

  5. Professional Virtual Preview:

    • PerfectCorp Apparel VTO renders hero garment on user's photo
    • Preserves pose, lighting, and body shape
    • Generates realistic transformation preview

οΏ½ Challenges That Almost Killed Us (But Made Us Stronger)

1. The "Why Is Batman Green?" Crisis 🟒

The Problem:
Week 1. We run color extraction. Batman comes back... lime green.

What Happened:
Simple pixel averaging was mixing the shirt color with the wall behind Alex. Every test subject became the Incredible Hulk.

The 3 AM Solution:
Switched to quantized modal color detection. Instead of averaging all pixels (which blends everything into mud), we:

  • Bucket colors into 32 groups
  • Find the MOST COMMON bucket
  • Average only within that bucket

Result: Batman is black again. Crisis averted. Coffee consumed: 4 cups.

2. The "AI Takes a Lunch Break" Problem 🐌

The Problem:
Our first working prototype took 87 seconds to process one photo. Judges would literally fall asleep watching our demo.

What Happened:
We were calling APIs one at a time like a polite robot:

  1. Remove background (10s)
  2. Wait...
  3. Analyze skin (20s)
  4. Wait...
  5. Extract colors (1s)
  6. Wait...
  7. Virtual try-on (25s)

The Breakthrough:
Realized skin analysis and color extraction DON'T DEPEND ON EACH OTHER. Ran them in parallel.

Result: Down to 35 seconds. Judges stay awake. We ship.

3. The "Your Face or Your Torso, Pick One" Dilemma 😀

The Problem:

  • PerfectCorp Skin AI: "Show me a FACE, filling the frame!"
  • PerfectCorp Apparel VTO: "Show me a TORSO with clothes!"
  • Users: "Can I just... take one photo?"

Every photo either worked for skin analysis OR virtual try-on. Never both.

The Hack That Saved Demo Day:
Built an adaptive zoom retry system:

  • Try full photo first
  • If face too small β†’ Crop to upper 40% of image, zoom 2x, retry
  • Still failing? β†’ Crop to upper 25%, zoom 3x, retry
  • Last resort β†’ Crop to upper 18%, zoom 4x

Result: One photo satisfies both APIs. Users happy. Our sanity restored.

4. The "$500 Costume Suggestion" Disaster πŸ’Έ

The Problem:
Early algorithm suggested: "Buy a leather jacket ($200), tactical pants ($80), custom belt ($50), boots ($100)..."

We were supposed to SAVE money, not bankrupt college students.

The Constraint System We Built:

if cost > 20: REJECT
if time > 2_hours: REJECT
if requires_sewing_machine: REJECT
if requires_3d_printer: REJECT
if material_not_at_walmart: REJECT

Result: Average guide now costs $15 and uses stuff you can buy at Target. Batman approved.

5. The "My Room Is a Disaster Zone" Problem πŸ—‘οΈ

The Problem:
User photos had backgrounds like:

  • Piles of laundry
  • Roommates photobombing
  • Dogs walking by
  • Literal garbage

Our color extraction thought dirty socks were part of the outfit.

The Solution That Changed Everything:
Integrated rembg (ML-powered background removal) BEFORE analysis.

Unexpected Bonus:
Removed backgrounds made users look like professional cosplayers even BEFORE modifications. Psychology win.

6. The "Why Does Everyone Look Dead?" Bug πŸ’€

The Problem:
Our virtual try-on results were technically correct but looked... lifeless. Like department store mannequins.

What We Missed:
PerfectCorp VTO preserves lighting and pose, but users were taking photos in terrible lighting with dead expressions.

The Fix:
Added a pose coaching step BEFORE the final photo:

  • "Stand wideβ€”own your space"
  • "Slight smile if your hero is friendly, intense gaze if they're brooding"
  • "Lighting from the side, not above"

Result: Same AI, 10x better photos. Turns out humans need coaching, not just algorithms.

πŸ† What We Built That We're Genuinely Proud Of

1. We Made Cosplay Democratic πŸ—½

Before CosplayAI:

  • Cosplay was for people with money, time, and skills
  • Average cost: $200-500
  • Average time: 20-40 hours
  • Required: Sewing, crafting, painting, prop-making

After CosplayAI:

  • Average cost: $15
  • Average time: 40 minutes
  • Required skills: Can dye fabric, can use scissors

We didn't just make a tool. We opened the door for thousands of fans who were locked out.

2. The 35-Second Miracle ⚑

From photo upload to complete transformation guide in under 40 seconds.

This isn't just fastβ€”it's fast enough that people actually use it. If it took 5 minutes, you'd close the tab. At 35 seconds, you stay engaged. You see the result. You ACT.

Speed isn't a feature. It's the difference between a prototype and a product.

3. The "Works on My Phone" Test πŸ“±

We tested CosplayAI with 20 random people at a coffee shop.

  • 18 took photos with their phones
  • 2 took photos with their laptops
  • Backgrounds included: brick walls, cars, crowds, trees, inside a Starbucks
  • Lighting ranged from "golden hour perfection" to "dim fluorescent nightmare"

Success rate: 85%

The 15% that failed? No faces visible, or photo was just feet. (We can't fix everything.)

If it works in a coffee shop, it'll work at home, at a con, anywhere.

4. Two PerfectCorp APIs Walk Into a Bar... 🀝

We integrated Skin AI and Apparel VTO in a way even PerfectCorp probably didn't imagine:

Normal usage:

  • Skin AI β†’ Analyze skin for makeup tutorials
  • Apparel VTO β†’ Try on clothes for shopping

Our usage:

  • Skin AI β†’ Analyze skin to bias hero selection toward flattering colors
  • Apparel VTO β†’ Render hero aesthetic onto user's actual body
  • Combined: One decision informed by both APIs

We didn't just use the APIs. We made them dance together.

5. The $15 Constraint πŸ’°

We set one rule from Day 1: Every guide must cost under $15.

This forced us to get creative:

  • "Buy a $200 jacket" ❌ β†’ "Dye your jacket black" βœ…
  • "Commission a custom belt" ❌ β†’ "Buy a belt at Target and add pouches" βœ…
  • "Get professional makeup" ❌ β†’ "Use drugstore eyeshadow" βœ…

The constraint made us better designers. If we can't make Batman for $15, we don't deserve this hackathon win.

6. The Virtual Preview Psychology Hack 🧠

Here's what we learned: People don't follow guides they can't visualize.

Before we added virtual try-on, users would:

  1. Read the guide
  2. Think "will this actually work?"
  3. Close the tab

After we added virtual try-on:

  1. See themselves as Batman
  2. Think "holy shit I NEED to make this happen"
  3. Screenshot the guide and go to the store

The preview isn't a feature. It's the REASON people follow through.

7. It Actually Works ✨

The biggest accomplishment? We built something that WORKS.

  • Not a mockup
  • Not a wireframe
  • Not a "imagine if this existed"

Upload a photo. Get Batman. In 35 seconds. For $15.

That's what we're proud of. We shipped.

πŸ“š What we learned

Technical Learnings:

  • Image preprocessing is critical - Background removal improved success rate by 40%
  • Parallel processing matters - Cut processing time in half
  • Color space conversions - RGB vs LAB for better perceptual color matching
  • API orchestration - Managing multiple async calls with proper error handling
  • Edge cases handling - Different lighting, poses, and clothing types

Design Learnings:

  • Less is more - Users want simple, actionable steps, not overwhelming options
  • Visual feedback crucial - Showing the final preview motivates users to follow the guide
  • Cost transparency - Listing material costs upfront builds trust
  • Progressive disclosure - Don't show everything at once, guide step by step

Business Learnings:

  • Cosplay community pain point - Many want to cosplay but find it too expensive/complex
  • Sustainability angle - Upcycling existing clothes is environmentally friendly
  • Skill accessibility - Not everyone has time to learn advanced crafting

πŸš€ Where We're Taking This (And Why You Should Care)

Month 1: From Batman to the Multiverse 🌌

Goal: 100 heroes, not just 5

We're adding:

  • Marvel: Iron Man, Spider-Man, Captain America, Black Widow, Thor
  • DC: Wonder Woman, Superman, Flash, Green Lantern, Harley Quinn
  • Anime: Naruto, Goku, Sailor Moon, Attack on Titan crew
  • Gaming: Lara Croft, Master Chief, Link, Cloud Strife
  • Wild Cards: Jedi, Sith, Ghostbusters, Power Rangers

Why it matters: Every fan should find THEIR hero, not just Batman.

Month 2: The "Shut Up and Take My Money" Button πŸ’³

Goal: One-click shopping

Right now, we tell you: "Buy Rit fabric dye"

Soon:

[Step 1: Dye shirt black]
πŸ›’ Buy Rit Dye - Black ($7.99)  ← One-click Amazon
πŸ›’ Rubber gloves ($3.99)
πŸ›’ Bucket ($4.99)

[Add to cart: All Step 1 materials - $16.97]

Why it matters: Removing friction = more people actually DO the cosplay.

Month 3-4: The Community Is The Product πŸ‘₯

Goal: User-generated transformation gallery

Think:

  • Upload your before/after
  • Get likes, comments, tips from other cosplayers
  • Follow other people transforming into the same hero
  • "Top Batmans of the Week" leaderboard

The secret: This isn't just a tool, it's a movement. We're building an army of $15 heroes.

Month 5-6: AR = "Try Before You Dye" πŸ“±

Goal: Real-time AR preview on your phone

Hold up your phone. See yourself as Batman IN REAL TIME. Move around. Check all angles.

The psychology: If you can SEE it live, you BELIEVE it's possible.

Tech: ARKit + CoreML for iOS, ARCore for Android, + our trained models

Month 7-9: Video Guides For People Who Learn By Watching 🎬

Goal: Auto-generated tutorial videos

Instead of text steps, we generate:

  • Vertical video (TikTok format)
  • Voiceover explaining each step
  • Cuts between demonstration clips
  • Your specific colors/materials inserted into the template

Example: "Now take YOUR blue shirt..." [shows user's actual shirt] "...and dye it with THIS specific dye..." [shows exact product]

Month 10-12: The Marketplace That Changes Everything πŸͺ

Goal: Connect users with local help

Can't dye fabric yourself? App shows:

  • Local dry cleaners who do dyeing ($12)
  • Makeup artists in your city ($20 for a session)
  • Tailors who can do quick mods ($15-30)

We take 10% commission for the referral.

Why this is huge: We've now solved for people who have ZERO time or skills. Just money.

Year 2: Sustainability = Viral Marketing ♻️

Goal: Show environmental impact

[Your Batman Transformation]
🌍 Avoided: 5.2 kg CO2 emissions
🌍 Saved: 2,450 liters of water
🌍 Kept: 1 costume out of landfill

vs. buying new costume

Share this stat on social media β†’ Instant viral content β†’ We grow.

Year 2: Group Cosplay Coordination πŸ¦Έβ€β™‚οΈπŸ¦Έβ€β™€οΈπŸ¦Έ

Goal: You + 4 friends = The Avengers

Input:

  • We're 5 people
  • We want to be: The Avengers
  • Our budget: $75 total

Output:

  • Person 1 β†’ Iron Man ($16)
  • Person 2 β†’ Captain America ($14)
  • Person 3 β†’ Thor ($18)
  • Person 4 β†’ Black Widow ($13)
  • Person 5 β†’ Hulk ($14)

Coordinated colors, complementary modifications, group photo pose guide.

Year 3: AI-Generated Custom Heroes 🎨

The Dream: "I want to be a cyberpunk samurai with ice powers"

AI generates:

  • A unique hero design
  • Color palette
  • Modification guide for YOUR clothes
  • Custom virtual try-on render

This is where we become a PLATFORM, not just a tool.

Year 5: The Convention Partnership πŸŽͺ

The Vision: Partner with Comic-Con, DragonCon, etc.

Set up physical booths:

  1. Attendee uploads photo at booth
  2. Gets instant transformation guide
  3. We have materials on-site
  4. Professional helpers do quick mods
  5. Attendee walks out as their hero in 30 minutes

We charge the convention a fee. They charge attendees $50. Everyone wins.

The End Game: We Don't Sell Costumes. We Sell Confidence. πŸ’ͺ

Our mission isn't "make cosplay cheaper."

It's: "Make everyone feel like they can be a hero."

The kid who can't afford a $300 Spider-Man suit? Hero.
The parent who doesn't have time for a 40-hour project? Hero.
The first-timer who's intimidated by sewing? Hero.

We're not building a costume company. We're building a movement.

And it starts with $15 and 40 minutes.

🎯 Target Audience

  • Cosplay Beginners - First-timers intimidated by complex tutorials
  • Budget-Conscious Fans - Can't afford $200+ costumes
  • Casual Convention Goers - Want to participate without huge time investment
  • Parents - Looking for affordable kids' Halloween/birthday costumes
  • Content Creators - Need quick costume changes for videos/photoshoots
  • Sustainable Fashion Advocates - Prefer upcycling over fast fashion

πŸ’° Business Model (Future)

  1. Freemium Tier - 3 free transformations per month
  2. Premium ($9.99/month) - Unlimited transformations + HD downloads + priority processing
  3. Pro ($19.99/month) - Everything in Premium + custom heroes + video tutorials + AR preview
  4. Marketplace Commission - 10% on material sales through affiliate links
  5. B2B Licensing - Costume shops, party planners, entertainment venues

🌟 Social Impact

Environmental:

  • Reduces textile waste - Upcycles existing clothes instead of buying new
  • Promotes sustainability - Average cosplay costume worn only 2-3 times; our modifications are permanent improvements to everyday clothes

Economic:

  • Democratizes cosplay - Makes fandom participation accessible regardless of income
  • Reduces barrier to entry - $15 vs $200 average costume cost

Social:

  • Builds confidence - Empowers people to express their fandom without judgment
  • Fosters creativity - Encourages problem-solving and DIY skills
  • Community building - Connects people through shared interests

πŸ“Š Market Opportunity

  • Global cosplay market: $5.4 billion (2023)
  • Growing at: 8.3% CAGR through 2030
  • Comic-Con attendance: 135,000+ annually (San Diego alone)
  • Halloween costume sales: $3.6 billion in US alone
  • Our addressable market: Budget-conscious segment (~40% of cosplayers)

πŸ… Why We'll Win

  1. First Mover - No competitor offers AI-guided minimal modifications
  2. Technical Moat - PerfectCorp API integration + custom ML pipeline
  3. User-Centric - Built with real feedback from cosplay community
  4. Scalable - Serverless architecture handles unlimited users
  5. Defensible - Proprietary modification algorithm + hero database

πŸ”— Links

πŸ™ Acknowledgments

  • PerfectCorp - For providing YouCam API access
  • The cosplay community - For feedback and inspiration
  • Open source maintainers - rembg, Sharp, Next.js, and countless others

πŸ’¬ One More Thing...

To the judges reading this:

We know there are flashier projects. More complex tech stacks. More features.

But here's what we built that matters:

We solved a real problem.

Not a hypothetical one. Not a "wouldn't it be cool if..." problem.

A problem that affects millions of people every single year:

"I want to participate in fandom. I want to dress up. I want to feel like a hero. But I can't afford it. I don't have time. I don't have skills."

We gave them a solution:

  • $15 instead of $350
  • 40 minutes instead of 40 hours
  • Zero skills required

And it works. Right now. Today.

You can literally test it while reading this submission.

That's what we're proud of.

Not the code. Not the APIs. Not the ML models.

The fact that someone out there is going to Comic-Con this weekend as Batman because of what we built.

That's the win.

Built with ❀️ for every fan who thought cosplay wasn't for them

CosplayAI - You're already a hero. You just need to see it.

P.S. If you're reading this and thinking "I could use this for [X]"β€”DM us. We're just getting started.

Want to be part of this? We're looking for:

  • Frontend devs who dream in React
  • ML engineers who can make rembg even better
  • Cosplayers who want to beta test new heroes
  • Investors who believe in democratizing creativity

Let's make every fan a hero. πŸ¦‡

πŸ“ Technical Appendix

API Endpoints:

  1. POST /api/preprocess - Background removal + enhancement
  2. POST /api/analyze - Complete outfit analysis
  3. POST /api/transform - Generate transformation guide
  4. POST /api/preview - Virtual try-on preview

Key Metrics (Demo Performance):

  • Background removal: 3-5 seconds
  • Skin analysis: 15-20 seconds
  • Color extraction: <1 second
  • Virtual try-on: 15-20 seconds
  • Total pipeline: 35-45 seconds

Requirements:

  • Photo: Face + torso visible, facing camera
  • Size: Under 10MB (auto-resized to 2048px)
  • Format: JPG, PNG
  • Quality: Good lighting recommended

Error Handling:

  • No face detected β†’ Helpful message with photo tips
  • Poor lighting β†’ Auto-enhancement + retry
  • No torso visible β†’ Crop suggestion
  • API timeout β†’ Graceful degradation with partial results

Last Updated: August 17, 2026
Version: 1.0 (Demo Release)
Status: βœ… Ready for Submission

Built With

Share this project:

Updates