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cs.CV2024
CLIPScope: Enhancing Zero-Shot OOD Detection with Bayesian Scoring
Hao Fu, Naman Patel, Prashanth Krishnamurthy +1
Detection of out-of-distribution (OOD) samples is crucial for safe real-world deployment of machine learning models. Recent advances in vision language foundation models have made…
cs.CV2024
Adaptive Domain Learning for Cross-domain Image Denoising
Zian Qian, Chenyang Qi, Ka Lung Law +3
Different camera sensors have different noise patterns, and thus an image denoising model trained on one sensor often does not generalize well to a different sensor. One plausible…
cs.CV2024
Dynamic Loss Decay based Robust Oriented Object Detection on Remote Sensing Images with Noisy Labels
Guozhang Liu, Ting Liu, Mengke Yuan +5
The ambiguous appearance, tiny scale, and fine-grained classes of objects in remote sensing imagery inevitably lead to the noisy annotations in category labels of detection dataset…