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MiPa: Mixed Patch Infrared-Visible Modality Agnostic Object Detection
Heitor R. Medeiros, David Latortue, Eric Granger +1
In real-world scenarios, using multiple modalities like visible (RGB) and infrared (IR) can greatly improve the performance of a predictive task such as object detection (OD). Mult…
Modality Translation for Object Detection Adaptation Without Forgetting Prior Knowledge
Heitor Rapela Medeiros, Masih Aminbeidokhti, Fidel Guerrero Pena +3
A common practice in deep learning involves training large neural networks on massive datasets to achieve high accuracy across various domains and tasks. While this approach works…
Evaluating Supervision Levels Trade-Offs for Infrared-Based People Counting
David Latortue, Moetez Kdayem, Fidel A Guerrero Peña +2
Object detection models are commonly used for people counting (and localization) in many applications but require a dataset with costly bounding box annotations for training. Given…