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Fatih C. Akyon

fcakyon
Mustafaege's profile picture onuralpszr's profile picture Alptekinege's profile picture
·
https://linktr.ee/fcakyon

AI & ML interests

VLM, Agentic Dataset Curation @ultralytics @metu

Recent Activity

authored a paper about 16 hours ago
SenBen: Sensitive Scene Graphs for Explainable Content Moderation
posted an update about 19 hours ago
Let me introduce you to our CVPR 2026 paper! Today's content moderation systems give you a label: safe or unsafe. They don't tell you what triggered the decision, who is involved, or where in the image it happens. That opacity hurts auditing, breaks adaptation across platforms, and frustrates the human review that responsible deployment demands. We built SenBen to fix this: the first large-scale scene graph benchmark designed specifically for sensitive content moderation: - 13,999 annotated frames from 157 movies - Visual Genome style scene graphs with bounding boxes, attributes, and predicates - Affective state attributes (pain, fear, aggression, distress) so the model captures not just what is in the frame, but what it means - 16 safety tags across 5 categories, the broadest taxonomy of any dataset of this kind A small model that beats much bigger ones: We distilled a frontier VLM into a compact 241M parameter student built on Florence-2. On grounded scene graph metrics, the 241M student beats every evaluated VLM except Gemini, and every commercial safety API. It also wins on object detection and captioning across the entire model zoo. It runs at 733 ms per frame on 1.2 GB VRAM, which is 7.6 times faster than the next-best local VLM at zero per-frame cost. The whole benchmark, from dataset creation through all baseline evaluations, is reproducible for under $350. Project: https://senben.kim/ Paper: https://huggingface.co/papers/2604.08819 Dataset: https://huggingface.co/datasets/fcakyon/senben Code (soon): https://github.com/fcakyon/senben
updated a dataset 9 days ago
fcakyon/senben
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Organizations

Deprem Yapay Zeka's profile picture Yapay Zekâ Araştırma İnisiyatifi's profile picture Radiology-ai's profile picture OBSS's profile picture fixit's profile picture Gradio-Blocks-Party's profile picture ultralytics+'s profile picture Video Transformers's profile picture Viddexa AI's profile picture Ultralytics's profile picture Florence-2 Community's profile picture xyz's profile picture