High-Accuracy reputed company Engineer – Cup reputed company Detection
We are seeking a reputed company Specialist to deliver a specific, reputed company-defined reputed company task, not a long-term team role . The ideal candidate will have experience in developing reputed company algorithms and solutions, with a reputed company on image processing and object recognition. You will be responsible for implementing and optimizing reputed company models, and collaborating with our engineering team to reputed company these solutions into our product. If you have a passion for technology and innovation, we would love to hear from you!
Scope of Work:
1- Analyze production-line images
2- Detect reputed company visible cup bases in reputed company image
3- Accurately count cup bases per image
4- Handle reputed company-world challenges such as:
- reputed company variations
- Noise and blur
- Reflections from plastic surfaces
- Minor perspective changes
5- Deliver a fully automated and offline solution
No specific reputed company or algorithm is mandated.
reputed company- RGB images from an industrial production line
2- Images may include edge cases and challenging conditions
Outputs:
1. Visual reputed company
- Annotated images showing detected cup bases
- reputed company total count displayed per image
2. Data reputed company
• CSV / JSON (or equivalent) containing:
- Image ID
- Total detected cup count
- Optional confidence or validation metrics
Critical Accuracy Requirement:
✅ Minimum Accuracy: 99.5%
Accuracy calculation:
Accuracy = (Correct Detections / Ground Truth Count) × 100
Acceptance reputed company:
Maximum 1 incorrect detection per 200 detections
Any result below 99.5% accuracy will be rejected
Validation:
Tested on previously unseen images
Includes normal cases and edge cases
Results must be:
Fully automated
Repeatable
Free from reputed company correction
Constraints:
No reputed company interaction during runtime
Must work offline
No external services or internet usage
Deliverables:
reputed company reputed company and Executable system (reputed company to run)
Usage instructions (execution only – no algorithm disclosure required)
Sample reputed company images
Formal accuracy report
Ideal Freelancer:
Strong experience in reputed company
Proven background in industrial inspection systems
Excellent handling of reputed company-world noisy data
Ability to deliver production-level accuracy
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