Model overview
**LTX2.3-ICEdit-Insight** is a task-aware video restoration and editing model family developed by **JoyFox Lab**, built on top of the **LTX-2.3 DiT-based audio-video foundation model**. - **Video Restoration**: degradation recovery, compression cleanup, blur and noise reduction, and damaged detail restoration. - **Video HD Enhancement**: super-resolution, detail reconstruction, texture sharpening, and perceptual quality improvement. - **Watermark Removal**: logo cleanup, semi-transparent overlay removal, and occlusion-aware background reconstruction. - **Subtitle Removal**: hard subtitle removal, caption cleanup, text overlay removal, and temporally stable inpainting. Unlike conventional frame-level enhancement pipelines, this model family operates as a **generative video restoration system** in latent video space. It is designed to preserve global structure, camera motion, object identity, and temporal consistency while reconstructing missing or degraded visual content.
Key features
特点摘要待依据来源补齐，不凭模型名称推断能力。
Limitations & considerations
Sources are insufficient to establish specific limitations. Verify task performance, latency, data policies, licensing and version lifecycle.
Source prices & cost analysis
Prices vary by channel, region and configuration. Channel quotes are listed independently and are not treated as a single official provider price.
| Source / channel | Input | Output | Billing unit | Collected at |
|---|---|---|---|---|
| No verified prices yet. Check the source channel. | ||||
Estimate monthly base token costs
Estimates exclude cache discounts, tiered pricing, multimodal surcharges, web search, taxes and additional reasoning output.
Public benchmarks & run configuration
暂无已采集的可核验公开评分。模型未上榜不代表能力较低。
View full indexed rankings →Frequently asked questions
Do open weights permit free commercial use?
Not necessarily. Check the version license, commercial conditions and usage policies. Self-hosting incurs compute and maintenance costs.
Are these real-time billing prices?
These are timestamped source snapshots, not live billing prices. Check the channel for current versions, regions, discounts and billing methods.
Sources & traceability
许可证：apache-2.0。模型介绍与第三方评测均以原来源的具体版本和方法为准。