Augmentation de données Jobs

I have a run of Lithuanian newspapers printed in Fraktur between 1820 – 1920 and I am already getting fair results by applying Transkribus’ Danish 19th-century Gothic model. I now need a custom model that properly understands both headlines and body text so the character error rate drops to an acceptable level. You will receive a set of high-resolution scanned pages that can serve as ground-truth material. During training we must pay special attention to modernising the historic glyphs: the Fraktur w needs to be normalised to v and the model must reliably output š, č and ž. If you have a proven workflow for creating layout‐ground-truth, running HTR+ experiments, and iterating on confusion pairs, that is exactly what I’m after. Deliverables • A trained Transk...

I need help to reduce overfitting in my hybrid vision transformers/CNN model for prostate cancer classification. Current setup: - Training on medium resolution image data - Data augmentation applied, but only one technique Ideal skills and experience: - Strong background in deep learning, especially with vision transformers and CNNs - Expertise in image data processing and augmentation techniques - Experience with model optimization and overfitting reduction

The project is a short series of adult videos in which I need the actress’s face replaced with that of a fictional character I generated with AI. The finished footage must look completely authentic—skin tones, lighting, eye-line, micro-expressions, everything—so a photorealistic approach is essential. All raw 4K source scenes are ready to share. I also have a base model of the character’s face; however, the dataset still needs polishing before training. I’ll rely on you to refine that set, handle training, and composite the swap seamlessly back into the footage. Tools such as DeepFaceLab, FaceSwap, or your preferred deep-learning pipeline are fine, provided the final output holds up at full resolution without uncanny artifacts. Subtle colour grading or mino...