diffusion-e2e-ft is an open-source fine-tuning tool for image-conditioned diffusion models that enhances performance on specific tasks by fine-tuning pre-trained diffusion models. This tool supports various models and tasks, such as depth estimation and normal estimation, and provides detailed usage instructions and model checkpoints. It has significant applications in image processing and computer vision, enabling substantial improvements in model accuracy and efficiency for specific tasks.