Image Processing Jobs

I have a set of medium-resolution images of a garment that contains several areas needing repair. This includes both torn and discolored spots. I need a specialist to manually inspect these images and identify the problematic areas. The ideal candidate for this task will have a keen eye for detail, experience in garment inspection and image analysis, and the ability to provide a comprehensive report on the condition of the garment.

I'm looking for a skilled professional who can assist in extracting both elliptical and rectangular text from a circle banner. The background of the banner will be varied, not a solid color or design, which adds complexity to the task. Key Tasks: - Determine the best grayscale conversion method for text extraction and convert the image to grayscale accordingly. - Determine the proper orientation of the image based on text phrases (as opposed to graphic elements or color patterns). - Rotate and save the image for optimal text extraction - Extract and save all text in plain text format, along with its corresponding quadrant from the image. - Identify and locate the position of a separate image within the main image using threshold matching. Ideal Skills and Experience: - Proficiency ...

1. Copy-Move Forgery Detection Challenges:  Post-processing transformations (e.g., rotation, scaling, flipping).  Limited generalization to diverse datasets.  Neglect of cross-image forgeries. Proposed Solutions: 1. Feature Extraction Enhancement: o Use deep learning models (e.g., CNNs with attention mechanisms) to detect transformation-invariant features. o Integrate transformer models for better spatial and contextual understanding. 2. Cross-Domain Learning: o Employ unsupervised domain adaptation techniques to enhance generalization across datasets. o Augment training datasets with synthetic forgery samples using Generative Adversarial Networks (GANs). 3. Multi-Modal Approaches: o Combine image metadata (EXIF) with visual features to improve detection in cross-image scenarios. o Leve...

I'm facing performance issues with an image classification model built in TensorFlow. The main concern is low accuracy during training and evaluation. The model has been fixed for data loading and training errors, but further optimization is needed. Ideal Skills and Experience: - Extensive experience with TensorFlow - Strong background in image classification tasks - Proven track record in model tuning and optimization - Ability to troubleshoot and resolve performance issues - Experience with data preprocessing and augmentation techniques

I'm in need of a seasoned AI developer to build an advanced software solution tailored for digital pathology. The main objective is to design an AI-enhanced tool that aids pathologists in identifying and categorizing cervical cancer within histopathological images. This innovative solution is intended to improve both diagnostic precision and speed. Project Timeline: - Duration: 3-5 months Key Responsibilities: - Image Pre-processing and Augmentation: The developer will be responsible for preparing the raw images for model training. - Model Training and Validation: This involves the use of Convolutional Neural Networks (CNNs) and Transfer Learning techniques. - User Interface Design and Integration: The developer will also need to design and incorporate a user-friendly interface in...