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ORCIDMuhammad Awais 0001
Person information
- affiliation: University of Surrey, Centre for Vision, Speech and Signal Processing, Guildford, UK
Other persons with the same name
- Muhammad Awais — disambiguation page
- Muhammad Awais 0002
![[0000-0001-7064-6796]](https://dblp.uni-trier.de/img/orcid-mark.12x12.png "0000-0001-7064-6796")
— COMSATS University Islamabad, Department of Electrical and Computer Engineering, Pakistan (and 2 more) - Muhammad Awais 0003 — University of Leeds, Faculty of Medicine and Health, School of Psychology, UK (and 2 more)
- Muhammad Awais 0004 — COMSATS University Islamabad, Department of Electrical and Computer Engineering, Wah Campus, Pakistan (and 1 more)
- Muhammad Awais 0005 (aka: Muhammad Awais Qureshi) — University of Lahore, Department of Technology, Pakistan (and 1 more)
- Muhammad Awais 0006 (aka: Muhammad Awais Mahboob) — University of Engineering and Technology, Department of Computer Science, Taxila, Pakistan
- Muhammad Awais 0007 — Government College University Faisalabad, Pakistan (and 1 more)
- Muhammad Awais 0008 — Fudan University, Department of Electronic Engineering, Shanghai, China
- Muhammad Awais 0009 — University of Paderborn, Department of Computer Science, Germany
- Muhammad Awais 0010 — COMSATS Institute of Information Technology, Department of Mathematics, Islamabad, Pakistan
- Muhammad Awais 0011 — University of Management and Technology, Lahore, Punjab, Pakistan
- Muhammad Awais Hassan (aka: Muhammad Awais 0012) — University of Engineering and Technology at Lahore, Department of Computer Science, Pakistan
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2020 – today
- 2025
[j22]Soroush Fatemifar, Muhammad Awais, Ali Akbari, Josef Kittler:
Pure anomaly detection via self-supervised deep metric learning with adaptive margin. Neurocomputing 611: 128659 (2025)- 2024
- [j21]Wenhua Dong, Xiaojun Wu, Tianyang Xu, Zhenhua Feng, Sara Atito Ali Ahmed, Muhammad Awais, Josef Kittler:
View-shuffled clustering via the modified Hungarian algorithm. Neural Networks 179: 106602 (2024) - [j20]Ali Akbari, Muhammad Awais, Soroush Fatemifar, Syed Safwan Khalid, Josef Kittler:
RAgE: Robust Age Estimation Through Subject Anchoring With Consistency Regularisation. IEEE Trans. Pattern Anal. Mach. Intell. 46(3): 1603-1617 (2024) - [j19]Xuefeng Zhu, Tianyang Xu, Sara Atito, Muhammad Awais, Xiaojun Wu, Zhenhua Feng, Josef Kittler:
Self-supervised learning for RGB-D object tracking. Pattern Recognit. 155: 110543 (2024) - [j18]Sara Atito Ali Ahmed, Muhammad Awais, Wenwu Wang, Mark D. Plumbley, Josef Kittler:
ASiT: Local-Global Audio Spectrogram Vision Transformer for Event Classification. IEEE ACM Trans. Audio Speech Lang. Process. 32: 3684-3693 (2024) - [j17]Fatemeh Nazarieh, Zhenhua Feng, Muhammad Awais, Wenwu Wang, Josef Kittler:
A Survey of Cross-Modal Visual Content Generation. IEEE Trans. Circuits Syst. Video Technol. 34(8): 6814-6832 (2024) - [j16]Wenhua Dong, Xiaojun Wu, Zhenhua Feng, Sara Atito Ali Ahmed, Muhammad Awais, Josef Kittler:
One-pass View-unaligned Clustering. IEEE Trans. Multim. 26: 9699-9709 (2024) - [c35]Cong Wu, Xiao-Jun Wu, Josef Kittler, Tianyang Xu, Sara Ahmed, Muhammad Awais, Zhenhua Feng:
SCD-Net: Spatiotemporal Clues Disentanglement Network for Self-Supervised Skeleton-Based Action Recognition. AAAI 2024: 5949-5957 - [c34]Tony Alex, Sara Ahmed, Armin Mustafa, Muhammad Awais, Philip J. B. Jackson:
DTF-AT: Decoupled Time-Frequency Audio Transformer for Event Classification. AAAI 2024: 17647-17655 - [c33]Rongchang Li, Zhenhua Feng, Tianyang Xu, Linze Li, Xiaojun Wu, Muhammad Awais, Sara Atito Ali Ahmed, Josef Kittler:
C2C: Component-to-Composition Learning for Zero-Shot Compositional Action Recognition. ECCV (38) 2024: 369-388 - [c32]Tony Alex, Sara Ahmed, Armin Mustafa, Muhammad Awais, Philip J. B. Jackson:
Max-AST: Combining Convolution, Local and Global Self-Attentions for Audio Event Classification. ICASSP 2024: 1061-1065 - [c31]Sergio Sánchez Santiesteban, Sara Atito, Muhammad Awais, Yi-Zhe Song, Josef Kittler:
Improved Image Captioning Via Knowledge Graph-Augmented Models. ICASSP 2024: 4290-4294 - [c30]Fatemeh Nazarieh, Josef Kittler, Muhammad Awais, Diptesh Kanojia, Zhenhua Feng:
StableTalk: Advancing Audio-to-Talking Face Generation with Stable Diffusion and Vision Transformer. ICPR (6) 2024: 271-286 - [i30]Abhijeet Parida, Daniel Capellán-Martín, Sara Atito, Muhammad Awais, María J. Ledesma-Carbayo, Marius George Linguraru, Syed Muhammad Anwar:
DiCoM - Diverse Concept Modeling towards Enhancing Generalizability in Chest X-Ray Studies. CoRR abs/2402.15534 (2024) - [i29]Jiantao Wu, Shentong Mo, Sara Atito, Zhenhua Feng, Josef Kittler, Muhammad Awais:
DailyMAE: Towards Pretraining Masked Autoencoders in One Day. CoRR abs/2404.00509 (2024) - [i28]Zhangyong Tang, Tianyang Xu, Zhenhua Feng, Xuefeng Zhu, He Wang, Pengcheng Shao, Chunyang Cheng, Xiaojun Wu, Muhammad Awais, Sara Atito, Josef Kittler:
Revisiting RGBT Tracking Benchmarks from the Perspective of Modality Validity: A New Benchmark, Problem, and Method. CoRR abs/2405.00168 (2024) - [i27]Srinivasa Rao Nandam, Sara Atito, Zhenhua Feng, Josef Kittler, Muhammad Awais:
Pseudo Labelling for Enhanced Masked Autoencoders. CoRR abs/2406.17450 (2024) - [i26]Srinivasa Rao Nandam, Sara Atito, Zhenhua Feng, Josef Kittler, Muhammad Awais:
Investigating Self-Supervised Methods for Label-Efficient Learning. CoRR abs/2406.17460 (2024) - [i25]Rongchang Li, Zhenhua Feng, Tianyang Xu, Linze Li, Xiao-Jun Wu, Muhammad Awais, Sara Atito, Josef Kittler:
C2C: Component-to-Composition Learning for Zero-Shot Compositional Action Recognition. CoRR abs/2407.06113 (2024) - [i24]Wenhua Dong, Xiaojun Wu, Zhenhua Feng, Sara Atito, Muhammad Awais, Josef Kittler:
Probabilistically Aligned View-unaligned Clustering with Adaptive Template Selection. CoRR abs/2409.14882 (2024) - [i23]Jiantao Wu, Shentong Mo, Zhenhua Feng, Sara Atito Ali Ahmed, Josef Kittler, Muhammad Awais:
Rethinking Positive Pairs in Contrastive Learning. CoRR abs/2410.18200 (2024) - 2023
- [j15]Ali Akbari, Muhammad Awais, Soroush Fatemifar, Josef Kittler:
Deep Order-Preserving Learning With Adaptive Optimal Transport Distance. IEEE Trans. Pattern Anal. Mach. Intell. 45(1): 313-328 (2023) - [j14]Syed Safwan Khalid, Muhammad Awais, Zhenhua Feng, Chi-Ho Chan, Ammarah Farooq, Ali Akbari, Josef Kittler:
NPT-Loss: Demystifying Face Recognition Losses With Nearest Proxies Triplet. IEEE Trans. Pattern Anal. Mach. Intell. 45(12): 15249-15259 (2023) - [j13]Ali Akbari, Muhammad Awais, Manijeh Bashar, Josef Kittler:
A Theoretical Insight Into the Effect of Loss Function for Deep Semantic-Preserving Learning. IEEE Trans. Neural Networks Learn. Syst. 34(1): 119-133 (2023) - [c29]Lei Ju, Zhenhua Feng, Muhammad Awais, Josef Kittler:
Ada2NPT: An Adaptive Nearest Proxies Triplet Loss for Attribute-Aware Face Recognition with Adaptively Compacted Feature Learning. ACML 2023: 614-629 - [c28]Jiantao Wu, Shentong Mo, Xingshen Zhang, Muhammad Awais, Sara Ahmed, Zhenhua Feng, Lin Wang, Xiang Yang:
Variational Autoencoders with Decremental Information Bottleneck for Disentanglement. BMVC 2023: 433-436 - [c27]Michael Danner, Patrik Huber, Muhammad Awais, Matthias Rätsch, Josef Kittler:
GAN-Powered Model &Landmark-Free Reconstruction: A Versatile Approach for High-Quality 3D Facial and Object Recovery from Single Images. DeLTA 2023: 403-418 - [c26]Sara Atito, Muhammad Awais, Srinivasa Rao Nandam, Josef Kittler:
GMML is All You Need. ICIP 2023: 2125-2129 - [c25]Umar Marikkar, Sara Atito, Muhammad Awais, Adam Mahdi:
LT-ViT: A Vision Transformer for Multi-Label Chest X-Ray Classification. ICIP 2023: 2565-2569 - [c24]Sara Atito, Muhammad Awais, Tony Alex, Josef Kittler:
Group Masked Model Learning for General Audio Representation. ICIP 2023: 2600-2604 - [i22]Jiantao Wu, Shentong Mo, Muhammad Awais, Sara Atito, Xingshen Zhang, Lin Wang, Xiang Yang:
Variantional autoencoder with decremental information bottleneck for disentanglement. CoRR abs/2303.12959 (2023) - [i21]Jiantao Wu, Shentong Mo, Muhammad Awais, Sara Atito, Zhenhua Feng, Josef Kittler:
Masked Momentum Contrastive Learning for Zero-shot Semantic Understanding. CoRR abs/2308.11448 (2023) - [i20]Cong Wu, Xiao-Jun Wu, Josef Kittler, Tianyang Xu, Sara Atito, Muhammad Awais, Zhenhua Feng:
SCD-Net: Spatiotemporal Clues Disentanglement Network for Self-supervised Skeleton-based Action Recognition. CoRR abs/2309.05834 (2023) - [i19]Umar Marikkar, Sara Atito, Muhammad Awais, Adam Mahdi:
LT-ViT: A Vision Transformer for multi-label Chest X-ray classification. CoRR abs/2311.07263 (2023) - [i18]Jiantao Wu, Shentong Mo, Sara Atito, Josef Kittler, Zhenhua Feng, Muhammad Awais:
Beyond Accuracy: Statistical Measures and Benchmark for Evaluation of Representation from Self-Supervised Learning. CoRR abs/2312.01118 (2023) - 2022
- [j12]Ali Akbari, Muhammad Awais, Zhenhua Feng, Ammarah Farooq, Josef Kittler:
Distribution Cognisant Loss for Cross-Database Facial Age Estimation With Sensitivity Analysis. IEEE Trans. Pattern Anal. Mach. Intell. 44(4): 1869-1887 (2022) - [j11]Soroush Fatemifar, Muhammad Awais, Ali Akbari, Josef Kittler:
Developing a generic framework for anomaly detection. Pattern Recognit. 124: 108500 (2022) - [j10]Soroush Fatemifar, Shahrokh Asadi, Muhammad Awais, Ali Akbari, Josef Kittler:
Face spoofing detection ensemble via multistage optimisation and pruning. Pattern Recognit. Lett. 158: 1-8 (2022) - [j9]Ali Akbari, Muhammad Awais, Soroush Fatemifar, Syed Safwan Khalid, Josef Kittler:
A Novel Ground Metric for Optimal Transport-Based Chronological Age Estimation. IEEE Trans. Cybern. 52(10): 9986-9999 (2022) - [c23]Ammarah Farooq, Muhammad Awais, Josef Kittler, Syed Safwan Khalid:
AXM-Net: Implicit Cross-Modal Feature Alignment for Person Re-identification. AAAI 2022: 4477-4485 - [c22]Sara Atito, Syed Muhammad Anwar, Muhammad Awais, Josef Kittler:
SB-SSL: Slice-Based Self-supervised Transformers for Knee Abnormality Classification from MRI. MILLanD@MICCAI 2022: 86-95 - [c21]Michael Danner, Thomas Weber, Patrik Huber, Muhammad Awais, Matthias Rätsch, Josef Kittler:
Evolutional Normal Maps: 3D Face Representations for 2D-3D Face Recognition, Face Modelling and Data Augmentation. VISIGRAPP (5: VISAPP) 2022: 267-274 - [i17]Sara Atito, Muhammad Awais, Josef Kittler:
GMML is All you Need. CoRR abs/2205.14986 (2022) - [i16]Sara Atito, Syed Muhammad Anwar, Muhammad Awais, Josef Kittler:
SB-SSL: Slice-Based Self-Supervised Transformers for Knee Abnormality Classification from MRI. CoRR abs/2208.13923 (2022) - [i15]Syed Muhammad Anwar, Abhijeet Parida, Sara Atito, Muhammad Awais, Gustavo Nino, Josef Kittler, Marius George Linguraru:
SS-CXR: Multitask Representation Learning using Self Supervised Pre-training from Chest X-Rays. CoRR abs/2211.12944 (2022) - [i14]Sara Atito, Muhammad Awais, Wenwu Wang, Mark D. Plumbley, Josef Kittler:
ASiT: Audio Spectrogram vIsion Transformer for General Audio Representation. CoRR abs/2211.13189 (2022) - 2021
- [j8]Sara Atito Ali Ahmed, Cemre Zor, Muhammad Awais, Berrin A. Yanikoglu, Josef Kittler:
Deep Convolutional Neural Network Ensembles Using ECOC. IEEE Access 9: 86083-86095 (2021) - [j7]Soroush Fatemifar, Shervin Rahimzadeh Arashloo, Muhammad Awais, Josef Kittler:
Client-specific anomaly detection for face presentation attack detection. Pattern Recognit. 112: 107696 (2021) - [c20]Soroush Fatemifar, Muhammad Awais, Ali Akbari, Josef Kittler:
Particle Swarm And Pattern Search Optimisation Of An Ensemble Of Face Anomaly Detectors. ICIP 2021: 3622-3626 - [c19]Ali Akbari, Muhammad Awais, Manijeh Bashar, Josef Kittler:
How Does Loss Function Affect Generalization Performance of Deep Learning? Application to Human Age Estimation. ICML 2021: 141-151 - [i13]Ammarah Farooq, Muhammad Awais, Josef Kittler, Syed Safwan Khalid:
AXM-Net: Cross-Modal Context Sharing Attention Network for Person Re-ID. CoRR abs/2101.08238 (2021) - [i12]Syed Safwan Khalid, Muhammad Awais, Chi-Ho Chan, Zhenhua Feng, Ammarah Farooq, Ali Akbari, Josef Kittler:
NPT-Loss: A Metric Loss with Implicit Mining for Face Recognition. CoRR abs/2103.03503 (2021) - [i11]Sara Atito Ali Ahmed, Muhammad Awais, Josef Kittler:
SiT: Self-supervised vIsion Transformer. CoRR abs/2104.03602 (2021) - [i10]Ammarah Farooq, Muhammad Awais, Sara Atito Ali Ahmed, Josef Kittler:
Global Interaction Modelling in Vision Transformer via Super Tokens. CoRR abs/2111.13156 (2021) - [i9]Sara Atito Ali Ahmed, Muhammad Awais, Ammarah Farooq, Zhenhua Feng, Josef Kittler:
MC-SSL0.0: Towards Multi-Concept Self-Supervised Learning. CoRR abs/2111.15340 (2021) - 2020
- [j6]Zhenhua Feng, Josef Kittler, Muhammad Awais, Xiao-Jun Wu:
Rectified Wing Loss for Efficient and Robust Facial Landmark Localisation with Convolutional Neural Networks. Int. J. Comput. Vis. 128(8): 2126-2145 (2020) - [j5]Syed Safwan Khalid, Muhammad Awais, Zhenhua Feng, Chi-Ho Chan, Ammarah Farooq, Ali Akbari, Josef Kittler:
Resolution Invariant Face Recognition Using a Distillation Approach. IEEE Trans. Biom. Behav. Identity Sci. 2(4): 410-420 (2020) - [c18]Ali Akbari, Muhammad Awais, Josef Kittler:
Sensitivity of Age Estimation Systems to Demographic Factors and Image Quality: Achievements and Challenges. IJCB 2020: 1-8 - [c17]Ammarah Farooq, Muhammad Awais, Josef Kittler, Ali Akbari, Syed Safwan Khalid:
Cross Modal Person Re-identification with Visual-Textual Queries. IJCB 2020: 1-8 - [c16]Soroush Fatemifar, Muhammad Awais, Ali Akbari, Josef Kittler:
A Stacking Ensemble for Anomaly Based Client-Specific Face Spoofing Detection. ICIP 2020: 1371-1375 - [c15]Ali Akbari, Muhammad Awais, Zhenhua Feng, Ammarah Farooq, Josef Kittler:
A Flatter Loss for Bias Mitigation in Cross-dataset Facial Age Estimation. ICPR 2020: 10629-10635 - [c14]Sara Atito Ali Ahmed, Berrin A. Yanikoglu, Cemre Zor, Muhammad Awais, Josef Kittler:
Skin Lesion Diagnosis with Imbalanced ECOC Ensembles. LOD (2) 2020: 292-303 - [c13]Michael Danner, Patrik Huber, Muhammad Awais, Zhenhua Feng, Josef Kittler, Matthias Rätsch:
Texture-based 3D Face Recognition using Deep Neural Networks for Unconstrained Human-machine Interaction. VISIGRAPP (5: VISAPP) 2020: 420-427 - [i8]Ammarah Farooq, Muhammad Awais, Fei Yan, Josef Kittler, Ali Akbari, Syed Safwan Khalid:
A Convolutional Baseline for Person Re-Identification Using Vision and Language Descriptions. CoRR abs/2003.00808 (2020) - [i7]Sara Atito Ali Ahmed, Cemre Zor, Berrin A. Yanikoglu, Muhammad Awais, Josef Kittler:
ECOC as a Method of Constructing Deep Convolutional Neural Network Ensembles. CoRR abs/2009.02961 (2020) - [i6]Ali Akbari, Muhammad Awais, Zhenhua Feng, Ammarah Farooq, Josef Kittler:
A Flatter Loss for Bias Mitigation in Cross-dataset Facial Age Estimation. CoRR abs/2010.10368 (2020)
2010 – 2019
- 2019
- [c12]Cemre Zor, Muhammad Awais, Josef Kittler, Miroslaw Bober, Sameed Husain, Qiuqiang Kong, Christian Kroos:
Divergence Based Weighting for Information Channels in Deep Convolutional Neural Networks for Bird Audio Detection. ICASSP 2019: 3052-3056 - [c11]Soroush Fatemifar, Shervin Rahimzadeh Arashloo, Muhammad Awais, Josef Kittler:
Spoofing Attack Detection by Anomaly Detection. ICASSP 2019: 8464-8468 - [c10]Soroush Fatemifar, Muhammad Awais, Shervin Rahimzadeh Arashloo, Josef Kittler:
Combining Multiple one-class Classifiers for Anomaly based Face Spoofing Attack Detection. ICB 2019: 1-7 - 2018
- [j4]Syed Muhammad Anwar, Muhammad Majid, Adnan Qayyum, Muhammad Awais, Majdi R. Alnowami, Muhammad Khurram Khan:
Medical Image Analysis using Convolutional Neural Networks: A Review. J. Medical Syst. 42(11): 226 (2018) - [j3]Willem P. Koppen, Zhenhua Feng, Josef Kittler, Muhammad Awais, William J. Christmas, Xiaojun Wu, He-Feng Yin:
Gaussian mixture 3D morphable face model. Pattern Recognit. 74: 617-628 (2018) - [c9]Zhenhua Feng, Josef Kittler, Muhammad Awais, Patrik Huber, Xiao-Jun Wu:
Wing Loss for Robust Facial Landmark Localisation With Convolutional Neural Networks. CVPR 2018: 2235-2245 - 2017
- [j2]Adnan Qayyum, Syed Muhammad Anwar, Muhammad Awais, Muhammad Majid:
Medical image retrieval using deep convolutional neural network. Neurocomputing 266: 8-20 (2017) - [c8]Zhenhua Feng, Josef Kittler, Muhammad Awais, Patrik Huber, Xiaojun Wu:
Face Detection, Bounding Box Aggregation and Pose Estimation for Robust Facial Landmark Localisation in the Wild. CVPR Workshops 2017: 2106-2115 - [c7]Anil Bas, Patrik Huber, William A. P. Smith, Muhammad Awais, Josef Kittler:
3D Morphable Models as Spatial Transformer Networks. ICCV Workshops 2017: 895-903 - [i5]Adnan Qayyum, Syed Muhammad Anwar, Muhammad Awais, Muhammad Majid:
Medical Image Retrieval using Deep Convolutional Neural Network. CoRR abs/1703.08472 (2017) - [i4]Zhenhua Feng, Josef Kittler, Muhammad Awais, Patrik Huber, Xiaojun Wu:
Face Detection, Bounding Box Aggregation and Pose Estimation for Robust Facial Landmark Localisation in the Wild. CoRR abs/1705.02402 (2017) - [i3]Anil Bas, Patrik Huber, William A. P. Smith, Muhammad Awais, Josef Kittler:
3D Morphable Models as Spatial Transformer Networks. CoRR abs/1708.07199 (2017) - [i2]Adnan Qayyum, Syed Muhammad Anwar, Muhammad Majid, Muhammad Awais, Majdi R. Alnowami:
Medical Image Analysis using Convolutional Neural Networks: A Review. CoRR abs/1709.02250 (2017) - [i1]Zhenhua Feng, Josef Kittler, Muhammad Awais, Patrik Huber, Xiaojun Wu:
Wing Loss for Robust Facial Landmark Localisation with Convolutional Neural Networks. CoRR abs/1711.06753 (2017) - 2013
- [j1]Muhammad Atif Tahir, Fei Yan, Peter Koniusz, Muhammad Awais, Mark Barnard, Krystian Mikolajczyk, Ahmed Bouridane, Josef Kittler:
A Robust and Scalable Visual Category and Action Recognition System Using Kernel Discriminant Analysis With Spectral Regression. IEEE Trans. Multim. 15(7): 1653-1664 (2013) - 2011
- [c6]Muhammad Awais, Fei Yan, Krystian Mikolajczyk, Josef Kittler:
Augmented Kernel Matrix vs Classifier Fusion for Object Recognition. BMVC 2011: 1-11 - [c5]Muhammad Awais, Fei Yan, Krystian Mikolajczyk, Josef Kittler:
Two-Stage Augmented Kernel Matrix for Object Recognition. MCS 2011: 137-146 - [c4]Muhammad Awais, Fei Yan, Krystian Mikolajczyk, Josef Kittler:
Novel Fusion Methods for Pattern Recognition. ECML/PKDD (1) 2011: 140-155 - 2010
- [c3]Muhammad Atif Tahir, Fei Yan, Mark Barnard, Muhammad Awais, Krystian Mikolajczyk, Josef Kittler:
The University of Surrey Visual Concept Detection System at ImageCLEF@ICPR: Working Notes. ICPR Contests 2010: 162-170 - [c2]Muhammad Atif Tahir, Fei Yan, Mark Barnard, Muhammad Awais, Krystian Mikolajczyk, Josef Kittler:
The University of Surrey Visual Concept Detection System at ImageCLEF@ICPR: Working Notes. ICPR 2010: 850-853 - [c1]Muhammad Awais, Krystian Mikolajczyk:
Feature Pairs Connected by Lines for Object Recognition. ICPR 2010: 3093-3096
Coauthor Index
[j22] [j21] [j20] [j19] [j18] [j17] [j16] [c35] [c33] [c31] [c30] [i29] [i28] [i27] [i26] [i25] [i24] [i23] [j15] [j14] [j13] [c29] [c27] [c26] [c24] [i21] [i20] [i18] [j12] [j11] [j10] [j9] [c23] [c22] [c21] [i17] [i16] [i15] [i14] [j8] [j7] [c20] [c19] [i13] [i12] [i11] [i10] [i9] [j6] [j5] [c18] [c17] [c16] [c15] [c14] [c13] [i8] [i7] [i6] [c12] [c11] [c10] [j3] [c9] [c8] [c7] [i4] [i3] [i1] [j1] [c6] [c5] [c4] [c3] [c2]
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