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FineVQ. [CVPR 2025] FineVQ: Fine-Grained User Generated Content Video Quality Assessment

102

DFBench. [ACM MM 2025] DFBench: Benchmarking Deepfake Image Detection Capability of Large Multimodal Models

27

UniProcessor. [ECCV 2024] UniProcessor: A Text-induced Unified Low-level Image Processor

26

LOVE. Python

24

MINT-IQA. [TMM] MINT-IQA: Quality Assessment for AI Generated Images with Instruction Tuning

21

EditHF. EditHF-1M: A Million-Scale Rich Human Preference Feedback for Image Editing

21

LMM4LMM. [ICCV 2025 Highlight] LMM4LMM: Benchmarking and Evaluating Large-multimodal Image Generation with LMMs

20

LMM4Edit. [ACM MM 2025] LMM4Edit: Benchmarking and Evaluating Multimodal Image Editing with LMMs

16

AIGV-Assessor. [CVPR2025] AIGV-Assessor: Benchmarking and Evaluating the Perceptual Quality of Text-to-Video Generation with LMM

10

GeoX-Bench. [AAAI 2026 Oral] GeoX-Bench: Benchmarking Cross-View Geo-Localization and Pose Estimation Capabilities of Large Multimodal Models

9

AIGVQA. Python

8

Omni2. [ACM MM 2025] Omni2: Unifying Omnidirectional Image Generation and Editing in an Omni Model

7

AIGCOIQA.

7

AVS-ODV. Python

6

EditRefiner. EditRefiner: A Human-Aligned Agentic Framework for Image Editing Refinement

6

FaceQ.

3

quality-guided-enhancement.

2

TGSal. [TIP 2024] How is Visual Attention Influenced by Text Guidance? Database and Model

2

HarmonyIQA. Python

2

ODI-Bench. [ICLR 2026] ODI-Bench: Can MLLMs understand immersive omnidirectional environments?

2

CompBench. Python

1

RGC-VQA.

1

ChatASD.

1

TIT-Score.

1

ESVQA.

1

ARIQA-PICO. MATLAB

1

MVBind.

1

ESIQA.

1

I2I-Bench. [CVPR 2026] I2I-Bench: A Comprehensive Benchmark Suite for Image-to-Image Editing Models

1

WanderBench. [CVPR 2026 Finding] Learning to Wander: Improving the Global Image Geolocation Ability of LMMs via Actionable Reasoning

1

ReasonEdit. ReasonEdit: Towards Interpretable Image Editing Evaluation via Reinforcement Learning

1