FineVQ. [CVPR 2025] FineVQ: Fine-Grained User Generated Content Video Quality Assessment
102DFBench. [ACM MM 2025] DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models
27UniProcessor. [ECCV 2024] UniProcessor: A Text-induced Unified Low-level Image Processor
26LOVE. Python
24MINT-IQA. [TMM] MINT-IQA: Quality Assessment for AI Generated Images with Instruction Tuning
21EditHF. EditHF-1M: A Million-Scale Rich Human Preference Feedback for Image Editing
21LMM4LMM. [ICCV 2025 Highlight] LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs
20LMM4Edit. [ACM MM 2025] LMM4Edit: Benchmarking and Evaluating Multimodal Image Editing with LMMs
16AIGV-Assessor. [CVPR2025] AIGV-Assessor: Benchmarking and Evaluating the Perceptual Quality of Text-to-Video Generation with LMM
10GeoX-Bench. [AAAI 2026 Oral] GeoX-Bench: Benchmarking Cross-View Geo-Localization and Pose Estimation Capabilities of Large Multimodal Models
9AIGVQA. Python
8Omni2. [ACM MM 2025] Omni2: Unifying Omnidirectional Image Generation and Editing in an Omni Model
7AIGCOIQA.
7AVS-ODV. Python
6EditRefiner. EditRefiner: A Human-Aligned Agentic Framework for Image Editing Refinement
6FaceQ.
3quality-guided-enhancement.
2TGSal. [TIP 2024] How is Visual Attention Influenced by Text Guidance? Database and Model
2HarmonyIQA. Python
2ODI-Bench. [ICLR 2026] ODI-Bench: Can MLLMs understand immersive omnidirectional environments?
2CompBench. Python
1RGC-VQA.
1ChatASD.
1TIT-Score.
1ESVQA.
1ARIQA-PICO. MATLAB
1MVBind.
1ESIQA.
1I2I-Bench. [CVPR 2026] I2I-Bench: A Comprehensive Benchmark Suite for Image-to-Image Editing Models
1WanderBench. [CVPR 2026 Finding] Learning to Wander: Improving the Global Image Geolocation Ability of LMMs via Actionable Reasoning
1ReasonEdit. ReasonEdit: Towards Interpretable Image Editing Evaluation via Reinforcement Learning
1