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Interactive Multi-Class Tiny-Object Detection (2203.15266v1)

Published 29 Mar 2022 in cs.CV

Abstract: Annotating tens or hundreds of tiny objects in a given image is laborious yet crucial for a multitude of Computer Vision tasks. Such imagery typically contains objects from various categories, yet the multi-class interactive annotation setting for the detection task has thus far been unexplored. To address these needs, we propose a novel interactive annotation method for multiple instances of tiny objects from multiple classes, based on a few point-based user inputs. Our approach, C3Det, relates the full image context with annotator inputs in a local and global manner via late-fusion and feature-correlation, respectively. We perform experiments on the Tiny-DOTA and LCell datasets using both two-stage and one-stage object detection architectures to verify the efficacy of our approach. Our approach outperforms existing approaches in interactive annotation, achieving higher mAP with fewer clicks. Furthermore, we validate the annotation efficiency of our approach in a user study where it is shown to be 2.85x faster and yield only 0.36x task load (NASA-TLX, lower is better) compared to manual annotation. The code is available at https://github.com/ChungYi347/Interactive-Multi-Class-Tiny-Object-Detection.

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Authors (8)
  1. Chunggi Lee (9 papers)
  2. Seonwook Park (16 papers)
  3. Heon Song (6 papers)
  4. Jeongun Ryu (4 papers)
  5. Sanghoon Kim (19 papers)
  6. Haejoon Kim (1 paper)
  7. Sérgio Pereira (17 papers)
  8. Donggeun Yoo (18 papers)
Citations (18)

Summary

Overview of LaTeX Guidelines for Author Response

The document titled "LaTeX Guidelines for Author Response" provides a detailed framework for the preparation and submission of an author rebuttal for paper reviews, particularly in the context of conferences akin to CVPR. The document delineates both stylistic and procedural aspects of drafting a rebuttal and offers specific formatting instructions for compliance.

Purpose of the Guidelines

The primary objective of these guidelines is to standardize the preparation of author responses during the paper review process. The rebuttal serves as a vehicle for authors to address misconceptions or factual inaccuracies pointed out by reviewers, and to furnish additional information where explicitly requested. The guidelines emphasize that the rebuttal should not be used to introduce novel contributions or results unless explicitly solicited by reviewers.

Formatting and Content Specifications

The guidelines stipulate several critical formatting constraints:

  • Length Constraint: Responses must be strictly limited to one page, encompassing all text, figures, and references.
  • Column Layout: The rebuttal must be formatted in a two-column layout, adhering to specified dimensions for text area and inter-column spacing.
  • Anonymity: To maintain blind review practices, the rebuttal must preserve author anonymity, avoiding external links that could disclose identities.
  • Typography and Style: Authors should utilize 10-point Times for the main body, with specific instructions for section headings, paragraph indentation, and figure captions.

These rigidly defined parameters are intended to ensure uniformity and impartiality in the review of rebuttals.

Practical Implications

The consistent use of these guidelines improves the clarity and readability of rebuttals, facilitating a more effective communication channel between authors and reviewers. By discouraging the inclusion of new experimental results, the guidelines align with the 2018 PAMI-TC motion, which aims to prevent reviewer bias based on unplanned contributions outside the scope of initial submissions.

Potential for Improvement

While the guidelines present a comprehensive framework, potential iterations could aim at enhancing the flexibility of rebuttal content without compromising the integrity of the review process. Future adaptations might explore mechanisms allowing for the succinct inclusion of essential updates or corrections that come to light post-submission, thus aligning the rebuttal with any emerging developments.

In conclusion, the "LaTeX Guidelines for Author Response" play a crucial role in maintaining a robust and equitable review process. By concentrating on factual accuracy and explicit requests, the guidelines streamline author contributions, thereby reinforcing the academic rigour and the scientific merit of conferences such as CVPR. Future developments should continue to optimize the balance between constraint and flexibility in academic discourse.

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