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benchmark dataset

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Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Feb 24, 2025 · Artificial Intelligence

AIDE: Hybrid Feature Detector for AI‑Generated Image Detection and the Chameleon Benchmark

The paper introduces AIDE, a hybrid AI‑generated image detector that fuses low‑level pixel statistics with high‑level semantic embeddings, and the manually curated Chameleon benchmark of ~26 000 diverse, high‑realism images, showing AIDE surpasses nine state‑of‑the‑art methods by up to 4.6 % while highlighting remaining challenges on this tougher dataset.

AI-generated image detectionbenchmark datasetcomputer vision
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AIDE: Hybrid Feature Detector for AI‑Generated Image Detection and the Chameleon Benchmark
Xiaohongshu Tech REDtech
Xiaohongshu Tech REDtech
Feb 17, 2025 · Artificial Intelligence

WorldSense: A New Benchmark for Evaluating Multimodal Large Models in Real‑World Scenarios

WorldSense, a new benchmark of 1,662 real‑world video‑audio clips and 3,172 QA pairs across 26 cognitive tasks, reveals that current multimodal large models achieve only 25%–48% accuracy, highlighting the crucial role of combined visual‑audio input and the difficulty of audio‑ and emotion‑related reasoning.

Large Modelsbenchmark datasetmodel analysis
0 likes · 12 min read
WorldSense: A New Benchmark for Evaluating Multimodal Large Models in Real‑World Scenarios