Icdv-30037 Jun 2026

We presented TSAN, a deep unsupervised framework for video summarization. By integrating adversarial learning with a reconstruction objective, we achieve state-of-the-art results on benchmark datasets. This approach significantly reduces the dependency on manual annotations, paving the way for scalable video understanding systems.

If "icdv-30037" refers to a specific context you have (e.g., a specific video scene, a dataset limitation, or a unique algorithm), please provide those details, and I can rewrite the paper accordingly. icdv-30037

Such as those found on technical platforms like SIMPLO , which use numeric strings for diagnostic troubleshooting. We presented TSAN, a deep unsupervised framework for

We presented TSAN, a deep unsupervised framework for video summarization. By integrating adversarial learning with a reconstruction objective, we achieve state-of-the-art results on benchmark datasets. This approach significantly reduces the dependency on manual annotations, paving the way for scalable video understanding systems.

If "icdv-30037" refers to a specific context you have (e.g., a specific video scene, a dataset limitation, or a unique algorithm), please provide those details, and I can rewrite the paper accordingly.

Such as those found on technical platforms like SIMPLO , which use numeric strings for diagnostic troubleshooting.