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Inquiry Regarding Implementation Details of Proposed Modules #44

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@TroClover

As a novice deeply intrigued by object detection and currently studying your groundbreaking work, I would be sincerely grateful if you could kindly guide me in locating the implementations of the three innovative modules proposed in your paper:

  1. The ‘learnable instance features’ (M_LIF),
  2. The ‘instance reweighting’ (M_IR),
  3. The ‘domain prompter’ (M_DP).

While examining the codebase, I have attempted to trace these components but encountered challenges in identifying their precise integration points. Specifically, I would greatly appreciate clarification on:

  • The initialization process of F_ins_lea within M_LIF,
  • The logic governing instance reweighting in M_IR,
  • The mechanism for synthesizing domain perturbations in M_DP.

Your expertise in elucidating how these modules interact with the training pipeline (e.g., loss functions L_loc, L_cls, and L_dp) would profoundly enhance my understanding.
Thank you immensely for your time and for advancing this remarkable research. Any guidance you provide will be invaluable to my learning journey.

Best regards

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