Balancing Specialization, Generalization, and Compression for Detection and Tracking

Kaufman Dotan
Kaufman Dotan
Bibas Koby
Bibas Koby
Borenstein Eran
Borenstein Eran
Chertok Michael
Chertok Michael

BMVC, pp. 2192019.

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Abstract:

We propose a method for specializing deep detectors and trackers to restricted settings. Our approach is designed with the following goals in mind: (a) Improving accuracy in restricted domains; (b) preventing overfitting to new domains and forgetting of generalized capabilities; (c) aggressive model compression and acceleration. To this...More

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