{"total":13,"rows":[{"id":"2303.14302","title":"VILA: Learning Image Aesthetics from User Comments with Vision-Language Pretraining","created":"2023-03-24","cited_by_count":65,"area":"mllm"},{"id":"2401.08276","title":"AesBench: An Expert Benchmark for Multimodal Large Language Models on Image Aesthetics Perception","created":"2024-01-16","cited_by_count":65,"area":"mllm"},{"id":"2404.09624","title":"AesExpert: Towards Multi-modality Foundation Model for Image Aesthetics Perception","created":"2024-04-15","cited_by_count":54,"area":"mllm"},{"id":"2406.01069","title":"UniQA: Unified Vision-Language Pre-training for Image Quality and Aesthetic Assessment","created":"2024-06-03","cited_by_count":13,"area":"mllm"},{"id":"2211.11492","title":"ClipCrop: Conditioned Cropping Driven by Vision-Language Model","created":"2022-11-21","cited_by_count":7,"area":"mllm"},{"id":"2503.02206","title":"Language-Guided Visual Perception Disentanglement for Image Quality Assessment and Conditional Image Generation","created":"2025-03-04","cited_by_count":5,"area":"mllm"},{"id":"2504.04801","title":"OrderChain: Towards General Instruct-Tuning for Stimulating the Ordinal Understanding Ability of MLLM","created":"2025-04-07","cited_by_count":3,"area":"mllm"},{"id":"2503.20673","title":"Mitigating Low-Level Visual Hallucinations Requires Self-Awareness: Database, Model and Training Strategy","created":"2025-03-26","cited_by_count":1,"area":"mllm"},{"id":"2506.02708","title":"Iterative Self-Improvement of Vision Language Models for Image Scoring and Self-Explanation","created":"2025-06-03","cited_by_count":1,"area":"mllm"},{"id":"2512.12503","title":"KidsArtBench: Multi-Dimensional Children's Art Evaluation with Attribute-Aware MLLMs","created":"2025-12-14","cited_by_count":0,"area":"mllm"},{"id":"2608.25876","title":"Do Vision-Language Models Agree on the Affective Qualities of Shape? A Cross-Model Audit for Generative Design Interfaces","created":"2026-08-26","cited_by_count":0,"area":"mllm"},{"id":"2608.26713","title":"AesCanvas: A Large-Scale Dataset and Benchmark for Aesthetic Critique and Contextual Suitability","created":"2026-08-27","cited_by_count":0,"area":"mllm"},{"id":"2609.27110","title":"Feed the Panel Dimensions, Not Verdicts: Rubric-Decomposed Fusion of Vision-Language Aesthetic Judges","created":"2026-09-22","cited_by_count":0,"area":"mllm"}],"next_cursor":null}