Object detection: hardware requirements guide
AI-based detection on camera feeds (Frigate etc.) for people/vehicles.
Hardware requirements by tier
Three tiers for every workload: the minimum that works, the recommended sweet spot, and the comfortable headroom level. These are the same tiers the WisePC decision engine uses when it plans a build around your goal.
| Tier | CPU cores | RAM | Storage | GPU | VRAM | Network |
|---|---|---|---|---|---|---|
| Minimum | 4 cores | 8 GB | 1 TB (ssd) | dedicated | 4 GB VRAM | 1 GbE |
| Recommended | 8 cores | 16 GB | 2 TB (ssd) | dedicated | 6 GB VRAM | 2.5 GbE |
| Comfortable | 12 cores | 32 GB | 4 TB (ssd) | ai | 12 GB VRAM | 2.5 GbE |
| Overkill | 20 cores | 52 GB | 8 TB (ssd) | ai | 12 GB VRAM | 2.5 GbE |
Beyond Comfortable — 20 cores, 52 GB RAM, 8 TB (SSD): headroom you will never use for this workload alone. Put the difference into storage, backup or silence.
Recommended system shape
Derived by the decision engine from the recommended tier — the same logic that plans full builds.
- Form factor
- tower
- Build style
- diy
- Drive plan
- 2× 2TB NVMe
Requirements (8 threads, 16GB RAM, 4TB storage, dedicated GPU) need a custom tower build.
One box or a separate machine?
Whether this workload deserves its own system or should live on the main server.
Keep on the main server
Runs fine on the main system — no reason for a dedicated box.
Storage arrays, priced
Five physical strategies for the recommended capacity — the same planner, drive model and reference prices as the storage planner tool.
| Strategy | Drives | Usable | Cost | Idle |
|---|---|---|---|---|
| Cheapest | 1× 4TB hdd | 4 TB · none | ≈ €100 | 5 W |
| Balanced | 1× 16TB hdd | 16 TB · none | ≈ €240 | 6 W |
| Redundant | 3× 8TB hdd | 8 TB · parity2 | ≈ €450 | 15 W |
| Expansion-friendly | 1× 20TB hdd | 20 TB · none | ≈ €300 | 7 W |
| PerformanceRecommended | 2× 4TB nvme | 4 TB · parity1 | ≈ €480 | 2 W |
For a fast working tier, go all-flash — the performance strategy protects speed without the HDD rebuild pain.
Backup is not storage
The extra copy that survives drive failure, deletion and ransomware — the same engine as the backup planner.
Protect 2TB with at least two copies on separate hardware, ideally one offsite. The recommended start is a dedicated NAS.
Recommended: Separate NAS — A dedicated box that only stores backups · ≈ €296
- No offsite copy (high): Add a second copy outside the building — cloud or a drive at a friend's house.
- No versioning (medium): Use a versioning-aware tool (restic, borg, Backblaze) that keeps history.
- Unscheduled backups (medium): Schedule backups automatically and monitor them.
- Backup on the same machine (medium): Keep the backup on separate hardware or offsite.
What will it cost?
Market-neutral EUR bands from the reference drive model (≈ = estimated street price). Live component prices resolve on the build page for your region.
- Storage array
- ≈ €100 – €480
- Array energy / year
- ≈ €81/yr (∼37 W idle)
Compute (CPU, board, RAM, GPU) is not included — see the recommended build for live prices.
Growth outlook
What happens when the data keeps growing — the same engine as the growth simulator.
This architecture becomes inadequate in year 3 (~240€ to expand to that point) — 3 bays needed. Plan the next step (bigger array, NAS or DAS, or a stronger platform) before then.
Exceeds max 4TB by 1TB — need larger array/DAS/NAS. Fresh Performance array for 5TB: 3 bays, ~720€.
Also covered in this guide
Computer vision
Camera/photo analysis, object detection, OCR, recognition models.
Which tier do you need?
- Pick Minimum (4 cores, 8 GB RAM) only for a single-purpose machine on a tight budget — expect little headroom.
- Recommended (8 cores, 16 GB RAM) is the sweet spot: enough for the workload plus the usual side-services, without overspending.
- Pick Comfortable (12 cores, 32 GB RAM) when this workload shares the machine with others or will grow — you pay for headroom, not for anxiety.
- GPU rule for this workload: dedicated.GPU rule for this workload: dedicated (6 GB VRAM).
Frequently asked questions
How much RAM does object detection need?
8 GB is the sensible minimum, 16 GB covers most real setups, and 32 GB gives comfortable headroom for growth and extra services.
How many CPU cores does object detection need?
A 4-core CPU is the minimum, 8 cores is the recommended sweet spot, and 12 cores is comfortable when it shares the machine with other workloads.
Does object detection need a dedicated GPU?
A dedicated GPU is required for this workload. Plan 4–12 GB VRAM (4 minimum, 6 recommended, 12 comfortable).
What storage and network does object detection expect?
Storage: 2 TB of SSD is the recommended baseline (1 TB minimum, 4 TB comfortable). Network: 2.5 GbE is the recommended baseline.
What runs well alongside object detection?
It pairs naturally with: NVR / camera recording, Camera recording, Home Assistant.
How much power does object detection use?
The storage array idles around 37 W (≈ 81 €/year at 0.25 €/kWh). The full system adds CPU, board and fans on top — see the cost section for the honest bands.