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cs.CV2021★ 1 cited
CLIP-Lite: Information Efficient Visual Representation Learning with Language Supervision
Aman Shrivastava, Ramprasaath R. Selvaraju, Nikhil Naik +1
We propose CLIP-Lite, an information efficient method for visual representation learning by feature alignment with textual annotations. Compared to the previously proposed CLIP mod…
cs.CV2021
Estimating and Maximizing Mutual Information for Knowledge Distillation
Aman Shrivastava, Yanjun Qi, Vicente Ordonez
In this work, we propose Mutual Information Maximization Knowledge Distillation (MIMKD). Our method uses a contrastive objective to simultaneously estimate and maximize a lower bou…