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Product · Enhance

AI Video Enhance

Sharper, cleaner.

Restore and upscale footage degraded by low resolution, noise, or compression artifacts. Live, VOD, and archive content all run through ALVEO U250 acceleration, in real time or as a batch.

ENHANCE · Before / After
Lemonflex AI Enhance 비교
Lemonflex AI Enhance 비교
BEFOREAFTER · AI
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Highlights

AI Video Enhance at a glance

Super-resolution

HD to 4K, 4K to 8K. The model reconstructs detail that was lost.

Noise and artifact removal

Compression damage, low-light noise, and blocking are cleaned up.

HDR and color

Wider dynamic range and richer color raise perceived quality.

Real-time acceleration

Inline ALVEO U250 processing handles both live and batch work.

Performance

Production-scale performance

Quality improvement measured per resolution on identical source content.

PSNR gain (dB)
1080p+6.2
4K+8.1
8K+9.4
VMAF gain
1080p+7
4K+9
8K+11
Architecture

How it works

Understand the scene, reconstruct detail, then stabilize across time.

Scene analysis

Per-frame content and regions of interest drive restoration strength dynamically.

Detail reconstruction

Edges, textures, and surfaces are rebuilt from learned priors.

Temporal stabilization

Frame-to-frame consistency keeps the result free of flicker.

Compare

Against the conventional approach

The same outcome, at a different cost.

Lemonflex AI Enhance
Conventional upscaling & filters
Detail reconstruction
Learned reconstruction
Interpolation, softer result
Noise handling
Selective removal, detail preserved
Blurs everything
Temporal consistency
Stabilized across frames
Frame-by-frame only
Processing
Real-time on ALVEO U250
Depends on CPU / GPU
Scenarios

Where it applies

What problem gets solved, and how.

01
Broadcast & archive

Bringing SD and HD archives back into rotation

Challenge

Decades of SD and HD tape assets sit unused because they fall short of 4K-oriented programming and OTT catalog standards.

Approach

Batch-upscale the archive while selectively removing film grain and compression damage, with restoration strength tuned per title so the original texture survives.

Outcome
  • +Existing assets enter a 4K catalog without reshooting
  • +Per-scene strength control preserves original character
  • +Batch processing works through large catalogs steadily
02
Security & monitoring

Making low-light surveillance footage readable

Challenge

Footage shot at night or in dim interiors is too noisy to review after the fact, and storage limits push bitrates down, which makes it worse.

Approach

Apply denoising and detail restoration inline to reach a readable image, then pass the improved frames straight into encoding so bitrate drops too.

Outcome
  • +Low-light segments become reviewable
  • +Preprocessing cuts bitrate at matched quality
  • +Large channel counts run concurrently on one card
03
Sports coverage

Holding quality through fast motion

Challenge

Sports footage with heavy panning and rapid movement suffers motion blur and compression artifacts at the same time, degrading the viewing experience.

Approach

Temporal stabilization restores detail without flicker, while ROI analysis concentrates bits on the field and the players.

Outcome
  • +Stable results with no frame-to-frame flicker
  • +ROI-driven bit allocation holds quality where it matters
  • +Applies inline within the live pipeline
Spec

Key specifications

Upscaling
HD → 8K
Quality gain
+38% PSNR
Mode
Real-time · Batch
Acceleration
ALVEO U250
Technical Specification

Technical specifications

Input, processing, and operational specifications.

Input
Resolution
SD – 4K
Frame rate
24 – 60 fps
Bit depth
8 / 10-bit
Color space
BT.601 · BT.709 · BT.2020
Source
File · Live stream · SDI
Processing
Upscale factor
2× · 4×
Maximum output
8K
Modules
SR · Denoise · Deblock · Deblur
Temporal stabilization
Supported
Strength control
Preset · Manual · Auto (scene analysis)
Operation
Mode
Real-time inline · Batch
Acceleration
ALVEO U250
Quality metrics
PSNR · SSIM · VMAF reports
Control
REST · gRPC API
FAQ

Frequently asked questions

Anything not covered here, we answer in a technical meeting.

If detail is invented, does the original get distorted?

Restoration strength is adjustable. For security or medical use where fidelity to the source matters, we apply a conservative denoise-oriented preset; for entertainment content where viewing quality leads, a more assertive restoration preset. Automatic adjustment based on scene analysis is also available.

How is the quality improvement verified?

We provide quantitative reports across PSNR, SSIM, and VMAF. During PoC we measure on your actual content and deliver the metrics alongside before/after samples. Our internal figures are measured on identical content at identical bitrates.

Does applying this to live add delay?

The Enhance stage adds a few milliseconds, but because encoding continues on the same card there is no PCIe round trip. End to end, the pipeline stays within sub-frame range.

Is the effect the same on all content?

No. The gain is largest on low-quality sources with significant noise and compression damage. Content already shot and mastered at high quality improves less. Send us a sample and we will measure the expected effect first.

How fast is batch processing?

It depends on resolution and which modules are enabled. Tell us the catalog size and target completion date and we will calculate the number of cards required.

Your video infrastructure,
one level up.

Start with a single card and scale as needed. We design the demo, the rollout, and the technical review with you.

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