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About ASSL Professor Paper
1) The document proposes a method called ASSL that combines active learning and semi-supervised learning to improve object detection performance when training data is imperfect or imbalanced. 2) ASSL first trains a simple detection model using a small number of perfect samples, then incrementally trains on batches of unlabeled or imperfect samples using techniques from active and semi-supervised learning to select the most informative samples. 3) Experiments on challenging datasets show the ASSL method reduces miss rates significantly compared to state-of-the-art methods, demonstrating its effectiveness for a variety of applications involving object detection from imperfect training data.
Detailed Information
| Author: | ['minhaz21'] |
|---|---|
| Publication Year: | 2018 |
| Pages: | 15 |
| Language: | English |
| Format: | |
| Price: | FREE |
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