{
  "id": "2306.15045",
  "version": "v1",
  "published": "2023-06-26T20:04:23.000Z",
  "updated": "2023-06-26T20:04:23.000Z",
  "title": "Action Anticipation with Goal Consistency",
  "authors": [
    "Olga Zatsarynna",
    "Juergen Gall"
  ],
  "comment": "Accepted to ICIP 2023",
  "categories": [
    "cs.CV"
  ],
  "abstract": "In this paper, we address the problem of short-term action anticipation, i.e., we want to predict an upcoming action one second before it happens. We propose to harness high-level intent information to anticipate actions that will take place in the future. To this end, we incorporate an additional goal prediction branch into our model and propose a consistency loss function that encourages the anticipated actions to conform to the high-level goal pursued in the video. In our experiments, we show the effectiveness of the proposed approach and demonstrate that our method achieves state-of-the-art results on two large-scale datasets: Assembly101 and COIN.",
  "revisions": [
    {
      "version": "v1",
      "updated": "2023-06-26T20:04:23.000Z"
    }
  ],
  "analyses": {
    "keywords": [
      "goal consistency",
      "method achieves state-of-the-art results",
      "additional goal prediction branch",
      "harness high-level intent information",
      "short-term action anticipation"
    ],
    "note": {
      "typesetting": "TeX",
      "pages": 0,
      "language": "en",
      "license": "arXiv",
      "status": "editable"
    }
  }
}