{"repo":"ntthanh2603/nsfw-content-classifier","free":true,"listed":false,"github":"https://github.com/ntthanh2603/nsfw-content-classifier","clone":"git clone https://github.com/ntthanh2603/nsfw-content-classifier.git","description":"🛡️ AI-powered NSFW image detector with 97% accuracy across adult, normal, and violent content categories.","language":"Python","stars":32,"topics":["cnn","cnn-classification","python","pytorch","requests","selenium","selenium-python","selenium-webdriver","training","yolo"],"license":null,"category":"scrapers-browser-automation","readme_excerpt":"Comprehensive Report: Comparison of Image Classification Models 1. Model Overview This report summarizes and compares experimental results of four different image classification models: 1. EfficientNet 2. ResNet34 3. Vision Transformer (ViT) 4. YOLOv8n 2. Training Configuration Comparison Parameter EfficientNet ResNet34 Vision Transformer YOLOv8n --------------------- --------------------------- ---------------------- ------------------ ---------------------- Number of epochs 15 100 100 10 Learning rate 0.001 (assumed) 0.1→0.01→0.001→0.0001 0.00001 (fixed) Increase-decrease schedule Special techniques Early stopping (patience=5) Learning rate schedule None Learning rate schedule 3. Experimental Results Comparison 3.1. Highest Accuracy Model Highest Accuracy On Dataset Timing ------------------ ---------------- ---------- --------------- EfficientNet 97.04% Test Epoch 11 (best) ResNet34 80.74% Test After 100 epochs Vision Transformer 74.81% Test After 100 epochs YOLOv8n 95.9% Test Epoch 10 3.2. Loss Evolution Model Initial Loss Final Loss Characteristics ------------------ ------------ ---------- ----------------------------------------- EfficientNet 0.0717 0.0583 Irregular fluctuations from 0.0330-0.1081 ResNet34 4.41 0.4341 Decreases in LR phases, stable at end Vision Transformer 1.073 0.0004 Steady decrease, converges near 0 YOLOv8n 0.83442 0.07431 Fast decrease and stable 3.3. Training Time and Performance Model Training Time Inference Performance Fast Convergence --------","default_branch":null,"files":null,"tree":[],"storefront":"/r/ntthanh2603","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/ntthanh2603/nsfw-content-classifier/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}