Enterprise application areas D58

Biometrics, human-computer interaction and low-light identity-assisted infrared vision development services

For equipment manufacturers, system integrators and enterprise R&D related to "biometrics, human-computer interaction and low-light identity assistance", it provides infrared data evaluation, algorithm development, equipment/platform integration and test acceptance, covering 8 types of enterprise application scenarios.

Service scope and implementation plan

direction numberD58
Demand scenario8 items
main inputNIR L1;
Typical routeT11、T06、T07、T19、T20

The project scope is determined based on samples, equipment, working conditions and written indicators; general modules, special models and multi-sensor integration are configured according to the evaluation results.

Application scenarios and development content

IR457

NIR Iris segmentation, quality evaluation and recognition

Minimum input and technical route
NIR L1;T11
target output
Iris area, quality and match score
Implementation
Need special model
critical acceptance
Stratified by distance/glasses/pupil, FMR/FNMR
IR458

NIR Face detection and nighttime living assistance

Minimum input and technical route
NIR L3;T11
target output
Faces, key points and live features
Implementation
Security data required
critical acceptance
Attack presentation testing, skin tone/glass layering
IR459

Thermal infrared face detection and cross-spectral identity research

Minimum input and technical route
LWIR+visible L4;T06+T07
target output
Face/identity candidates and confidence
Implementation
High risk assessment required
critical acceptance
Cross-device/environment ROC; must not be used by default for remote authentication
IR460

Near-infrared palm vein/finger vein enhancement and identification

Minimum input and technical route
NIR L1;T11
target output
Vessel map, quality and match scores
Implementation
Requires special optics
critical acceptance
FMR/FNMR, living body/posture/skin color layering
IR461

Eye movement, pupil and gaze NIR tracking

Minimum input and technical route
NIR L3;T11
target output
Eye Keys, Gaze and Blink
Implementation
Need special model
critical acceptance
Angle error, loss rate, glasses delamination
IR462

Dark environment gesture and gesture interaction

Minimum input and technical route
NIR/LWIR L3;T07+T19
target output
Gestures/Postures and Events
Implementation
Product data required
critical acceptance
Gesture Macro-F1, time delay
IR463

Low-resolution thermal array non-imaging gesture/presence sensing

Minimum input and technical route
Thermal array L3;T07
target output
Presence, direction and gross gestures
Implementation
Need low resolution model
critical acceptance
Event F1, multiplayer/background temperature layering
IR464

Biometric data living body, attack prevention and privacy management

Minimum input and technical route
NIR/IR;T20
target output
In vivo results, risk and audit
Implementation
Security/compliance system required
critical acceptance
Attack coverage, deviation assessment, permissions and retention

Information required before project evaluation

  • Target equipment/object, site conditions, business processes and follow-up actions to be taken
  • Infrared camera, lens, spectral band, installation distance, field of view, resolution and data interface
  • Original samples and collection parameters under normal, abnormal, boundary and interference conditions
  • Reference truth values and annotation specifications for temperatures, parts, states, or events
  • Target platform, network, interface, storage, latency and operating resource constraints
  • False positives, missed negatives, manual review, linkage, failure handling and acceptance thresholds

Implementation and delivery methods

  1. Project input confirmationCheck camera, spectral band, bit depth, SDK, environmental conditions, sample and acceptance true value.
  2. Sample verificationVerify key processing links, applicable conditions and abnormal working conditions, and determine the development scope and acceptance methods.
  3. Algorithm development and integrationImplement data parsing, algorithms, quality gating, interfaces and target platform deployment.
  4. Test acceptance and handoverRetest according to the agreed test set and target platform, and hand over the deliverables, test results and applicable conditions.
  • Requirements and technical solutions, input and output and interface field definitions
  • Algorithm library, model or SDK/API; delivery form is confirmed in the project plan
  • Sample program, parameter configuration, error status and calling instructions
  • Test set version, indicator definition, stratification results and failed sample records
  • Target platform adaptation, resource usage and running delay records
  • Version, dependencies, license, reproduction steps and applicable conditions description

Acceptance design

Each scenario establishes independent test cases according to "key acceptance". When sharing models across scenarios, results are reported separately for each scenario, distance, load, environment, and target size, supplemented by overall statistics.

When high-risk alarms or controls are involved, the algorithm output is used for review or linkage judgment; safety functions, regulatory responsibilities, and automatic disposal require separate design and acceptance.

Frequently Asked Questions for Enterprise Customers

Can I purchase directly based on one of the scenes?

Can be evaluated first as a separate work package. The formal scope should describe the device, data, target objects, environment, interfaces, delivery form, and acceptance thresholds.

Can it be started when there are no abnormal samples?

The data interface, normal baseline, acquisition plan and simulation/controlled test design can be completed first; the abnormal detection rate and fault classification effect can be evaluated after obtaining sufficient abnormal true values.

Can the algorithm directly trigger alarms or equipment actions?

Duration, deduplication, quality gating, manual review, communication failure and safety interlocking need to be designed based on business risks. High-risk actions should be activated after completion of independent safety mechanisms and on-site acceptance.

Project consultation

Define the Development Scope with Samples and Device Requirements

Biometrics, human-computer interaction and low-light identity-assisted infrared vision development services

Please describe the task object, original picture or video, target indicators, device platform, interface and sample situation.

Phone: 13910119357
xuzhiyang0928@gmail.com

The information filled in will only be used for evaluation and contact for this project. Please do not submit unauthorized personal information or sensitive data.