THD Data Curation Dashboard

Total Images

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Products Indexed

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Data Sources

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Product Categories

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Images by Source

Products by Brand

Image Inventory

Source	Count	Quality	Bar

Products by Category

Image Gallery by Source

Product-Scene Pair Methods

Comparing different approaches for generating product + scene training pairs

Data Pipeline Status

📦

Product Bank

149 Products

Done

➡

✂

Segmentation

560 PNGs

Done

➡

🌐

Multi-Channel

6.3K Images

Active

➡

🔗

Pair Alignment

3 Methods

In Progress

➡

🎯

Training Set

Target: 4K-60K

Planned

Acquisition Channels

#	Channel	Images	Status	Notes
1	360-Spin Product Bank	560	Done	149 products, 4 angles each
2	Product Segmentation	560	Done	Transparent PNGs via SAM
3	S3 Stock v2 (filtered)	645	Done	Compound keyword + negative filtering
4	YouTube Thumbnails	885	Partial	Thumbnails OK; video frames blocked by bot detection
5	AI HD Style v2	260	Done	JuggernautXL + RealVisXL Lightning + epiCRealism
6	IP-Adapter Pairs	188	Quality Issue	55 products; product details inaccurate
7	Composite + Inpaint	727	Done	Real product pixels + harmonized borders
8	CLIP Matched Pairs	1,420	Quality Mixed	Vector similarity; many product-to-product matches
9	Composited Targets	615	Done	Product on scene backgrounds
10	THD Website Scraper	0	Planned	Client-approved; highest-value unbuilt source
11	Multiref Triplets	4,017	Blocked	Metadata extracted; images need IAM GetObject

Key Insights

Core Challenge: Pair Alignment

Getting matched pairs of (product image, product-in-use image) for the same product. Three approaches being explored: CLIP similarity, composite+inpaint, and website scraping.

Best AI Approach: Composite+Inpaint

Preserves real product pixels. Paste transparent product PNG onto scene, inpaint only the border region. RMSE 7.8, correlation 0.990.

Highest-Value Unbuilt: THD Scraper

Client-approved. Hero images, "Projects & Ideas" pages, customer review photos from homedepot.com.

Locked Treasure: 4K Multiref Triplets

4,017 real (product + scene + composite) triplets with rich captions. Need IAM GetObject for foundry-thd-enterprise-adobe-assets.

Product Bank

149 products · 24 categories