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Visual Rating (Image Aesthetic Assessment) on FLICKR-AES

65.1SRCC

GLM-4.5

Updated 1mo ago

Evaluation Results

Method	Links
GLM-4.5 2026.03		65.1	59.7
QwenVL-2.5-72B 2026.03		62.6	58.9
Q-Insight 2026.03		61.7	53.7
GPT-4o 2026.03		60.5	59.7
TATAR 2026.03		60.4	63.3
LLaVA-1.5-8B 2026.03		58.6	54.1
QwenVL-3-32B 2026.03		57.2	41.3
InternVL3.5-38B 2026.03		55.9	52.9
Llama-4 2026.03		54.8	50.6
UniPercept 2026.03		52.1	53.4
InternVL3-78B 2026.03		51.8	43.3
Gemini-2.5-Pro 2026.03		35.7	20.6
ArtiMuse 2026.03		34.9	33.4
Q-Align 2026.03		13.7	12.3
Claude-4.5 2026.03		3.7	4.9
RED-Aes-2B 2026.06		0.7401	0.7565
RED-Aes-7B 2026.06		0.7252	0.7524
RED-Aes-3B 2026.06		0.7089	0.7292
Aes-R1-7B 2026.06		0.6973	0.7243
UniPercept 2025.12		0.688	0.681
UniPercept-8B 2026.06		0.688	0.681
Qwen3-VL-32B 2026.06		0.6545	0.6651
Qwen2.5-VL-32B 2026.06		0.6527	0.58
GLM-4.5-V-106BA12B 2025.12		0.651	0.597
Seed1.5-VL-thinking 2026.06		0.6374	0.5837
QwenVL-2.5-Instruct-72B 2025.12		0.626	0.589
GPT-5 2026.06		0.626	0.6218
Qwen3-VL-8B 2026.06		0.619	0.6258
Q-Insight* 2025.12		0.617	0.537
GPT-4o 2025.12		0.605	0.597
QwenVL-2.5-Instruct-7B 2025.12		0.588	0.52
LLaVA-OneVision-1.5-Instruct-8B 2025.12		0.586	0.541
QwenVL-3-Instruct-32B 2025.12		0.572	0.413
Qwen2.5-VL-7B 2026.06		0.5696	0.5179
InternVL3.5-38B 2025.12		0.559	0.529
GPT-4o 2026.06		0.5507	0.5469
Llama-4-Scout 2025.12		0.548	0.506
InternVL3-8B 2025.12		0.547	0.476
InternVL3.5-8B 2025.12		0.519	0.448
InternVL3-78B 2025.12		0.518	0.433
QwenVL-3-Instruct-8B 2025.12		0.507	0.388
NIMA 2026.06		0.4796	0.513
Gemini-2.5-pro 2025.12		0.357	0.206
ArtiMuse 2025.12		0.349	0.334
ArtiMuse-8B 2026.06		0.349	0.334
Q-Align* 2025.12		0.137	0.123
Claude-Sonnet-4.5 2025.12		0.037	0.049