Liu

Key Skills

Software

CVAT

Label Studio

Other

Top Subject Matter

E-commerce Visual Content – Product Photography, Image Categorization & AI Visual Evaluation

Creative Media & Generative AI – Visual Aesthetic Assessment & AI-Generated Content Review

Cross-Border E-commerce – Product Listing Image Optimization & Visual Compliance Check

Top Data Types

Image

Text

Video

Top Task Types

Bounding Box

Classification

Evaluation/Rating

Text Summarization

Freelancer Overview

Freelance AI Visual Evaluator. Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include N and A. AI-training focus includes data types such as Image and labeling workflows including Evaluation and Rating.

Labeling Experience

Freelance AI Visual Evaluator

Image

As an AI Visual Evaluator, I assess AI-generated photographic images based on composition, rationality, lighting, tonal quality, and aesthetic coherence. I contribute detailed evaluations that inform the refinement and training of generative AI systems for photography. My work helps bridge the gap between machine-generated images and expert-level human visual standards. • Analyzed hundreds of AI-generated images for quality and realism • Provided structured feedback concerning artistic and technical aspects • Collaborated remotely on AI-related visual benchmarking projects • Applied expertise in photographic composition and retouching skills

Present

Education

Work History