If you saw this code on a physical sticker, PCB silkscreen, or user manual, check for spaces or hyphens. Many manufacturers use formats like MID-V720/2021 or MIDV720-21 .
| Item | Qty | |------|-----| | MidV720 2021 camera unit | 1 | | USB‑C to USB‑A cable (2 m) | 1 | | PoE‑injector (48 V) | 1 | | Magnetic mount & tripod adapter | 1 | | IR‑LED add‑on (optional) | 1 | | Quick‑start guide & warranty card | 1 | | Calibration stickers (for mounting) | 2 |
The MIDV-720 (Mobile ID Document Dataset — 720 images) is a widely used dataset in document analysis and computer vision research introduced to support the development and evaluation of identity-document recognition systems. Released in 2018 and maintained with updates through subsequent years, the dataset and its 2021-related usage or citations remain important for benchmarking methods for document detection, localization, OCR, and robustness to realistic capture conditions. midv720 2021
The “2021” in the search term is highly significant for the MV720. In , cybersecurity researchers from the firm BitSight discovered a series of severe security flaws in the MiCODUS MV720 platform. After failing to get a response from the manufacturer, MiCODUS, the researchers eventually took their findings to the U.S. Cybersecurity and Infrastructure Security Agency (CISA).
The MV720 packed a range of functions intended to give owners real-time control over their vehicles, including: If you saw this code on a physical
| Software | Key Points | |----------|------------| | | • Live preview & multi‑camera layout • One‑click export to MP4/H.264, H.265 • Built‑in background removal (AI‑segmentation) • Real‑time streaming key‑ing (RTMP, SRT, WebRTC) | | Mobile Companion (iOS/Android) | • Remote start/stop, focus, exposure • Cloud backup of recorded clips • Firmware OTA updates | | API & SDK (REST + C++/Python) | • Full control over sensor parameters, OIS, AI‑focus • Integration with custom IoT, robotics, or VFX pipelines | | Cloud Integration | • Direct upload to YouTube, Vimeo, Microsoft Stream, or private CDN via secure token. • Optional “Live‑Transcribe” AI service (subtitle generation) |
| Field | Interpretation | |-------|----------------| | | Module Identification Document (per VDA standard) | | V720 | Specific hardware version for a vehicle platform (e.g., VW MQB720) | | 2021 | Model year or calibration version | Released in 2018 and maintained with updates through
Prior to 2020, most verification systems assumed a high-quality, static scan. By 2021, engineers realized that real-world users took shaky, poorly lit videos while holding their dog or sitting in a car. The dataset was the first industry response to this "new normal." It emphasizes:
With 72,409 annotated images , it was at the time of publication the largest publicly available dataset for identity documents.