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Handling Occlusions with Franken-classifiers
(2013)Computer Vision (ICCV), 2013 IEEE International Conference onConference Paper -
SRFlow: Learning the Super-Resolution Space with Normalizing Flow
(2020)Lecture Notes in Computer Science ~ Computer Vision – ECCV 2020 16th European Conference, Glasgow, UK, August 23–28, 2020, Proceedings, Part VConference Paper -
Learned Collaborative Representations for Image Classification
(2015)2015 IEEE Winter Conference on Applications of Computer Vision (WACV) 5 - 9 Jan. 2015, Waikoloa Beach, HawaiiConference Paper -
Integrating Object Detection with 3D Tracking Towards a Better Driver Assistance System
(2010)20th International Conference on Pattern Recognition (ICPR), 2010 : 23 - 26 Aug. 2010, Istanbul, Turkey ; proceedingsConference Paper -
Structured Output SVM Prediction of Apparent Age, Gender and Smile From Deep Features
(2016)Proceedings of the 29th IEEE Conference on Computer Vision and Pattern Recognision Workshop (CVPRW 2016)Conference Paper -
The Heterogeneity Hypothesis: Finding Layer-Wise Differentiated Network Architectures
(2021)2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)In this paper, we tackle the problem of convolutional neural network design. Instead of focusing on the design of the overall architecture, we investigate a design space that is usually overlooked, i.e. adjusting the channel configurations of predefined networks. We find that this adjustment can be achieved by shrinking widened baseline networks and leads to superior performance. Based on that, we articulate the "heterogeneity hypothesis": ...Conference Paper -
The Ninth Visual Object Tracking VOT2021 Challenge Results
(2021)2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)The Visual Object Tracking challenge VOT2021 is the ninth annual tracker benchmarking activity organized by the VOT initiative. Results of 71 trackers are presented; many are state-of-the-art trackers published at major computer vision conferences or in journals in recent years. The VOT2021 challenge was composed of four sub-challenges focusing on different tracking domains: (i) VOT-ST2021 challenge focused on short-term tracking in RGB, ...Conference Paper -
Generalized Real-World Super-Resolution through Adversarial Robustness
(2021)2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)Real-world Super-Resolution (SR) has been traditionally tackled by first learning a specific degradation model that resembles the noise and corruption artifacts in low-resolution imagery. Thus, current methods lack generalization and lose their accuracy when tested on unseen types of corruption. In contrast to the traditional proposal, we present Robust Super-Resolution (RSR), a method tha' leverages the generalization capability of ...Conference Paper -
Shadow removal with paired and unpaired learning
(2021)2021 IEEE/CVF Conference on Computer Vision and Pattern Recognition Workshops (CVPRW)Shadow removal is an important computer vision task aiming at the detection and successful removal of the shadow produced by an occluded light source and a photorealistic restoration of the image contents. Decades of research produced a multitude of hand-crafted restoration techniques and, more recently, learned solutions from shadowed and shadow-free training image pairs. In this work, we propose a single image shadow removal solution ...Conference Paper -
SMILE: Semantically-guided Multi-attribute Image and Layout Editing
(2021)2021 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW)Attribute image manipulation has been a very active topic since the introduction of Generative Adversarial Networks (GANs). Exploring the disentangled attribute space within a transformation is a very challenging task due to the multiple and mutually-inclusive nature of the facial images, where different labels (eyeglasses, hats, hair, identity, etc.) can co-exist at the same time. Several works address this issue either by exploiting the ...Conference Paper