CENG502-Spring2022

In this repo, as part of the CENG502 Advanced Deep Learning (Spring 2022) course, several papers at top venues that do not have any implementation are implemented and their results are reproduced. Each folder contains the implementation for one paper, with an accompanying report that summarizes the paper, discusses how the paper is implemented, reports the results and contrasts the results with those in the original paper. Not every project was successfully completed but many projects successfully reproduced the papers or provided results and insights that can be complementary to the original papers. Feel free to browse through the invididual folders (projects) with this in mind.

We hope that this will be an important contribution to those trying to implement or make use of these papers, and to encourage researchers to provide implementations for their papers or if this is not possible, to provide sufficient details in their papers for reproducibility.

Implemented Papers

Paper	Implemented by	Implementation Link
Liu et al., "WB-DETR: Transformer-Based Detector without Backbone", ICCV2021.	Güneş Çepiç, Aybora Köksal	Project_Cepic-Koksal
Wang et al., "Towards Better Laplacian Representation in Reinforcement Learning with Generalized Graph Drawing", ICML2021.	Safa Mesut Bostancı, Semih Kaya	Project_Bostanci-Kaya
Aberdam et al., "Sequence-to-Sequence Contrastive Learning for Text Recognition", CVPR2021.	Ceren Gürsoy	Project_Gursoy
Zheng et al., "ITTR: Unpaired Image-to-Image Translation with Transformers", 2022.	Onur Can ÜNER	Project_Uner
Hong et al., "Reinforced Attention for Few-Shot Learning and Beyond", CVPR2021.	Özgür Aslan, Burak Bolat	Project_Aslan-Bolat
Rahaman et al., "Dynamic Inference with Neural Interpreters", NeurIPS2021.	Alpay Ozkan, Hidir Yesiltepe	Project_Ozkan-Yesiltepe
Yan et al., "Ghost Removal via Channel Attention in Exposure Fusion", CVIU2020	Kadir Cenk Alpay, Abdullah Cem Önem	Project_Alpay-Onem
Qiao et al., "Synthesizing Mesh Deformation Sequences With Bidirectional LSTM", IEEE TVCG 2022.	Furkan Küçükdemir	Project_Kucukdemir
Yang et. al., "Learning Dynamics via Graph Neural Networks for Human Pose Estimation and Tracking", CVPR2021.	Burak Akgül, Süleyman Onat Çeltik	Project_Akgul-Celtik
Wang et al., "Contrastive Learning based Hybrid Networks for Long-Tailed Image Classification", CVPR2021.	Tolunay Durmuş, Feyza Yavuz	Project_Durmus-Yavuz
Yin-Yin He et al., "Distilling Virtual Examples for Long-tailed Recognition", ICCV2021.	Ertuğrul Güngör	Project_Gungor
Tang et al., "Mutual CRF-GNN for Few-shot Learning", CVPR2021.	Sena Eşme, Batuhan Vardar	Project_Esme-Vardar
Guo et al., "Long-Tailed Multi-Label Visual Recognition by Collaborative Training on Uniform and Re-balanced Samplings", CVPR2021.	Baran Gülmez, İbrahim Koç	Project_Gulmez-Koc
Khan et al., "Striking the Right Balance with Uncertainty", CVPR 2019.	Ece Gökçay	Project_Gokcay
Mingke Xu et al., "Speech Emotion Recognition with Multiscale Area Attention and Data Augmentation", ICASSP2021.	Yalçın Cenik	Project_Cenik
[ Lijun Wang et al., "CLIFFNet for Monocular Depth Estimation with Hierarchical Embedding Loss", ECCV2020.	Furkan Gültekin	Project_Gultekin