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Huazhang Hu

3 accepted papers

2025

CQ-DINO: Mitigating Gradient Dilution via Category Queries for Vast Vocabulary Object Detection

NeurIPS 2025poster

With the exponential growth of data, traditional object detection methods are increasingly struggling to handle vast vocabulary object detection tasks effectively. We analyze two key limitations of classification-based detectors: positive gradient dilution, where rare positive categories receive ins…

Cited by 0SourcecodeScholar
2023

Weakly Supervised Video Representation Learning With Unaligned Text for Sequential Videos

CVPR 2023poster

Sequential video understanding, as an emerging video understanding task, has driven lots of researchers' attention because of its goal-oriented nature. This paper studies weakly supervised sequential video understanding where the accurate time-stamp level text-video alignment is not provided. We sol…

2022

TransRAC: Encoding Multi-Scale Temporal Correlation With Transformers for Repetitive Action Counting

CVPR 2022oral

Counting repetitive actions are widely seen in human activities such as physical exercise. Existing methods focus on performing repetitive action counting in short videos, which is tough for dealing with longer videos in more realistic scenarios. In the data-driven era, the degradation of such gener…

Cited by 70PDFcodeScholar