This lecture overviews Face and Object De-detection that has many applications in Human-centered Computing and privacy protection in Social or Broadcasted Media. It covers the following topics in detail: Object detection and de-detection definitions. Adversarial Attacks: Threat Model, Perturbation, Attack Methods, Attack Scenarios, Defense Methods, Benchmarking. Face Detection Obfuscation.