What CCTV Training Data Costs in 2026

Training data for a security camera comes from four places: public datasets, footage you collect and label yourself or through an agency, synthetic datasets, and rendering platforms you operate. They differ by a factor of a thousand in price and by at least as much in what you may legally do with the result. The table is the short version; the sections after it explain each band.

Source	Typical price	What you get	Catch
Public academic datasets (UCF-Crime, CAUCAFall, RWF-2000, PoseLift)	$0	Real footage, a paper, a benchmark everyone cites	Research-only or unclear licences; one site, one camera; no commercial use
Community sets (Roboflow Universe, Kaggle)	$0	Thousands of small sets, quick to try	Movie and internet frames, mixed label quality, rights rarely cleared
Staged real footage from an agency (UniData and similar)	$1,000–$30,000 per dataset, one-time	Actors performing falls, fights or carrying props; iPhone or CCTV footage	Quote-only; fall and fight sets ship metadata labels only (no boxes); you annotate
Custom collection and annotation	Project quotes; agencies frame budgets from $5,000 to $100,000+	Footage on your sites with your classes, boxed per frame	Weeks of filming, actors, reshoots, consent paperwork
Synthetic datasets (Simuletic)	$149–$8,500 per dataset, one-time	1,000–20,000 labelled images, YOLO + COCO, hard negatives, free sample	Synthetic: validate on your own footage before shipping
Custom synthetic data on your cameras	from $1,500 for 2,500 images; enterprise from $10,000	The event rendered into photos of your own empty scenes	Needs 5–20 photos of your scenes
Rendering platforms (Rendered.ai, Duality, Sky Engine, Anyverse)	$5,000–$15,000 per month published (Rendered.ai); others quote; Duality EDU $20/month non-commercial	Unlimited generation once your 3D scenes and assets exist	You build the scenes; months of ramp-up; priced for defence and automotive budgets

Free public datasets: $0, but read the licence

UCF-Crime, CAUCAFall, GMDCSA-24, RWF-2000, XD-Violence and PoseLift are free to download and are the benchmarks papers report on. Almost all are released for non-commercial research, several require a signed agreement, and the footage shows one or two sites. They are the right place to evaluate a detector and the wrong place to source training data for a product. Our comparisons of fall, weapon and violence datasets list the licence of each.

Staged real footage: $1,000 to $30,000 per dataset

Data-collection agencies film actors performing the event. The clearest public prices are UniData's Datarade listings: Fall Detection (1,047 videos), Fight Detection (3,010 videos), Abandoned Object (1,062 videos) and Graffiti (550 videos) each "start at $30,000", one-time; biometric sets run $10,000 to $30,000 and the cheapest listed item is $1,000 for 639 images. Their own pages add that the fall and fight sets were shot on an iPhone 14 at 3 m height and ship with per-video metadata (action type, lighting, number of people) rather than bounding boxes, so the buyer still annotates thousands of clips before training. Their weapon set is 10,000 boxed images from "public CCTV footage and internet archives", which raises the consent question the price does not include.

The same agency's case study for a fight dataset describes 200 scripted 4K videos with boxers from local clubs, filmed in two weeks, with ten scenes reshot after a snowstorm. That is what the price buys, and it is also the cost and fragility synthetic data removes.

Synthetic datasets: $149 to $8,500 per dataset

Simuletic is, as far as we can find, the only vendor that publishes prices for off-the-shelf synthetic CCTV datasets (weapons, knives, falls, fights, shoplifting, smoke and fire, drones, ATM robbery). Every image dataset is 1,000 images for $149 (research) or $590 (commercial, one organisation, perpetual, trained models are yours to ship), with YOLO and COCO boxes, a fixed split and a share of hard negatives. Larger packs are commercial only:

Dataset pack prices, one-time, per dataset. Packs above 1,000 images are commercial only.
Images	Research	Commercial	Order
1,000	$149	$590	On the dataset page
5,000	Not offered	$2,400	Order 5,000
10,000	Not offered	$4,500	Order 10,000
20,000	Not offered	$8,500	Order 20,000

Commercial licence only: the research licence covers 1,000 images
YOLO + COCO labels, fixed train / val split, dataset card
Hard negatives in the same share as the 1,000-image set
Masks, pose keypoints or VLM captions where the dataset has them
Card or invoice; delivered as a download link within five working days

Larger packs are assembled for your order and delivered as a download link within five working days. Prices in USD, excl. VAT, one-time, per dataset.

Per commercial image that is $0.59 at 1,000 images, $0.48 at 5,000 and $0.42 at 20,000, labels and licence included. The honest caveat is in the name: the data is synthetic, so you validate on your own footage before you ship. We publish how that goes for our own models, for example a lying-on-the-ground detector trained only on synthetic data that catches 97% of lying frames at 5% false alarms on real CAUCAFall footage (full table).

Custom data on your own cameras

Agencies quote custom collection per project and frame budgets in bands from under $5,000 to over $100,000; industry write-ups put custom synthetic projects from large platform vendors at $75,000 and up. Simuletic's custom pack renders the event into 5 to 20 photos of your empty scenes: from $1,500 for 2,500 images, with 5,000 and more quoted at a lower price per image, and enterprise projects (several datasets, new classes, video with tracking IDs) from $10,000. If you already have a detector, the $1,500 False-Positive Stress Test tells you where it fails before you buy any data.

Rendering platforms: $5,000 a month and up

Rendered.ai publishes $5,000 per month (Teams) and $15,000 per month (Organizations). Duality AI's Falcon has a $20 per month education tier for non-commercial use; its commercial tiers, like Sky Engine, Anyverse and Parallel Domain, are quoted. A platform is the right buy when you will generate hundreds of thousands of images across many sensors and already have 3D scenes and assets, which is why their customers are automotive, defence and robotics teams. For a security vendor that needs a weapon or fall detector working on CCTV this quarter, the platform's monthly fee is larger than a complete synthetic dataset.

What moves the price

Labels. Metadata-only video is cheap to produce and expensive to use; per-frame boxes, pose keypoints and tracking IDs are what a detector trains on. Ask what the price includes.
Licence. Research-only data is free or cheap. A commercial, perpetual licence that covers the trained model is what a product needs.
Hard negatives. Look-alikes (umbrellas, phones, sitting people, steam) cost the same to produce as positives and are what cuts false alarms. Many sets have none.
Camera geometry. Footage filmed at eye level on a phone is not CCTV. Matching height, tilt, lens and compression is part of what you pay for.
Provenance. Scraped or "internet-sourced" CCTV carries GDPR risk no licence removes. Staged footage with consent costs more; synthetic data has no one in it.

FAQ

How much does a CCTV training dataset cost?

Between nothing and about $30,000 for one dataset. Public academic sets are free for research only. Staged real footage from data-collection agencies lists at $1,000 to $30,000 per dataset on Datarade. Synthetic datasets cost $149 to $8,500 per dataset at Simuletic, depending on size and licence. Rendering platforms are subscriptions from about $5,000 a month.

How much does a fall detection dataset cost?

A staged real-footage fall dataset of 1,047 videos lists at "starts at $30,000" on Datarade (UniData, metadata labels only). Simuletic's synthetic CCTV fall dataset is $149 research or $590 commercial for 1,000 box-labelled images, and $2,400 to $8,500 for commercial packs of 5,000 to 20,000 images.

How much does a weapon detection dataset cost?

Free sets exist on Roboflow Universe and Kaggle, mostly movie or internet frames under research-only or unclear licences. Agency datasets of scraped CCTV are quote-only. Simuletic's four weapon sets are $590 each for 1,000 commercial-licensed images, with the two hard-negative sets (rifles vs umbrellas, handguns vs snack bags) at the same price.

What does synthetic data cost compared with annotation?

Manual box annotation is typically quoted at a few cents to a few tens of cents per box, plus the cost of filming or sourcing the footage and clearing rights. Synthetic data bundles footage, labels and licence in one price: at Simuletic, $0.43 to $0.59 per commercial image depending on pack size, with no footage to collect.

Is a $590 dataset enough to train a production detector?

Usually not on its own: 1,000 images is a starting set for a baseline or for fine-tuning an existing detector. Production models typically train on 5,000 to 20,000 images per class group plus your own footage for validation. That is why the larger packs exist, and why every Simuletic dataset has a free sample to test before buying.

Sources

Competitor prices checked on October 29, 2026 on the pages linked above; they may change. This guide is not legal advice.

Try before you buy

Every catalogue dataset has a free sample of 100 to 400 labelled images. Train on it, test on your footage, then pick a licence or a pack.

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