@inproceedings{bb151800, AUTHOR = "Gongyo, S. and Liang, J.R. and Ambai, M. and Kawakami, R. and Sato, I.", TITLE = "Learning Non-uniform Step Sizes for Neural Network Quantization", BOOKTITLE = ACCV24, YEAR = "2024", PAGES = "VIII: 55-73", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147723"} @inproceedings{bb151801, AUTHOR = "Makhov, D. and Ostapets, R. and Zhelavskaya, I. and Song, D.H. and Solodskikh, K.", TITLE = "Towards Robust Full Low-bit Quantization of Super Resolution Networks", BOOKTITLE = ECCV24, YEAR = "2024", PAGES = "LXXV: 182-198", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147724"} @inproceedings{bb151802, AUTHOR = "Pham, C. and Hoang, A.D. and Nguyen, C.C. and Le, T. and Phung, D. and Carneiro, G. and Do, T.T.", TITLE = "Metaaug: Meta-Data Augmentation for Post-training Quantization", BOOKTITLE = ECCV24, YEAR = "2024", PAGES = "XXVII: 236-252", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147725"} @inproceedings{bb151803, AUTHOR = "Hu, Z.C. and Cao, J. and Xu, W.C. and Ren, R.L. and Fu, T.H. and Xu, X.X. and Zhang, X.", TITLE = "Empirical Research on Quantization for 3D Multi-Modal ViT Models", BOOKTITLE = ICIP24, YEAR = "2024", PAGES = "3606-3612", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147726"} @inproceedings{bb151804, AUTHOR = "Yang, L.W. and Li, Z.K. and Xiao, J. and Gong, H.S. and Gu, Q.Y.", TITLE = "MGRQ: Post-Training Quantization for Vision Transformer with Mixed Granularity Reconstruction", BOOKTITLE = ICIP24, YEAR = "2024", PAGES = "2744-2750", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147727"} @inproceedings{bb151805, AUTHOR = "Kumar, A. and Kim, D. and Park, J. and Behera, L.", TITLE = "Pick-or-Mix: Dynamic Channel Sampling for ConvNets", BOOKTITLE = CVPR24, YEAR = "2024", PAGES = "5873-5882", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147728"} @inproceedings{bb151806, AUTHOR = "Lu, X.Y. and Suganuma, M. and Okatani, T.", TITLE = "SBCFormer: Lightweight Network Capable of Full-size ImageNet Classification at 1 FPS on Single Board Computers", BOOKTITLE = WACV24, YEAR = "2024", PAGES = "1112-1122", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147729"} @inproceedings{bb151807, AUTHOR = "Schaefer, C.J.S. and Joshi, S. and Li, S. and Blazquez, R.", TITLE = "Edge Inference with Fully Differentiable Quantized Mixed Precision Neural Networks", BOOKTITLE = WACV24, YEAR = "2024", PAGES = "8445-8454", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147730"} @inproceedings{bb151808, AUTHOR = "Sun, X. and Panda, R. and Chen, C.F.R. and Wang, N. and Pan, B. and Oliva, A. and Feris, R. and Saenko, K.", TITLE = "Improved Techniques for Quantizing Deep Networks with Adaptive Bit-Widths", BOOKTITLE = WACV24, YEAR = "2024", PAGES = "946-956", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147731"} @inproceedings{bb151809, AUTHOR = "Bamba, U. and Anand, N. and Aggarwal, S. and Prasad, D.K. and Gupta, D.K.", TITLE = "Partial Binarization of Neural Networks for Budget-Aware Efficient Learning", BOOKTITLE = WACV24, YEAR = "2024", PAGES = "2325-2334", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147732"} @inproceedings{bb151810, AUTHOR = "van den Dool, W. and Blankevoort, T. and Welling, M. and Asano, Y.M.", TITLE = "Efficient Neural PDE-Solvers using Quantization Aware Training", BOOKTITLE = REDLCV23, YEAR = "2023", PAGES = "1415-1424", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147733"} @inproceedings{bb151811, AUTHOR = "Abati, D. and Ben Yahia, H. and Nagel, M. and Habibian, A.", TITLE = "ResQ: Residual Quantization for Video Perception", BOOKTITLE = ICCV23, YEAR = "2023", PAGES = "17073-17083", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147734"} @inproceedings{bb151812, AUTHOR = "Chauhan, A. and Tiwari, U. and Vikram, N.R.", TITLE = "Post Training Mixed Precision Quantization of Neural Networks using First-Order Information", BOOKTITLE = REDLCV23, YEAR = "2023", PAGES = "1335-1344", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147735"} @inproceedings{bb151813, AUTHOR = "Pandey, N.P. and Fournarakis, M. and Patel, C. and Nagel, M.", TITLE = "Softmax Bias Correction for Quantized Generative Models", BOOKTITLE = REDLCV23, YEAR = "2023", PAGES = "1445-1450", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147736"} @inproceedings{bb151814, AUTHOR = "Shang, Y.Z. and Xu, B.X. and Liu, G. and Kompella, R.R. and Yan, Y.", TITLE = "Causal-DFQ: Causality Guided Data-free Network Quantization", BOOKTITLE = ICCV23, YEAR = "2023", PAGES = "17391-17400", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147737"} @inproceedings{bb151815, AUTHOR = "Xu, K. and Han, L. and Tian, Y. and Yang, S.S. and Zhang, X.Y.", TITLE = "EQ-Net: Elastic Quantization Neural Networks", BOOKTITLE = ICCV23, YEAR = "2023", PAGES = "1505-1514", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147738"} @inproceedings{bb151816, AUTHOR = "Wu, H.M. and Lei, C.Y. and Sun, X. and Wang, P.S. and Chen, Q.F. and Cheng, K.T. and Lin, S. and Wu, Z.R.", TITLE = "Randomized Quantization: A Generic Augmentation for Data Agnostic Self-supervised Learning", BOOKTITLE = ICCV23, YEAR = "2023", PAGES = "16259-16270", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147739"} @inproceedings{bb151817, AUTHOR = "Li, T.X. and Chen, B. and Wang, Q.W. and Huang, Y.J. and Xia, S.T.", TITLE = "LKBQ: Pushing the Limit of Post-Training Quantization to Extreme 1 bit", BOOKTITLE = ICIP23, YEAR = "2023", PAGES = "1775-1779", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147740"} @inproceedings{bb151818, AUTHOR = "Yvinec, E. and Dapogny, A. and Bailly, K.", TITLE = "Designing Strong Baselines for Ternary Neural Network Quantization through Support and Mass Equalization", BOOKTITLE = ICIP23, YEAR = "2023", PAGES = "540-544", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147741"} @inproceedings{bb151819, AUTHOR = "Jeon, Y. and Lee, C. and Kim, H.Y.", TITLE = "Genie: Show Me the Data for Quantization", BOOKTITLE = CVPR23, YEAR = "2023", PAGES = "12064-12073", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147742"} @inproceedings{bb151820, AUTHOR = "Liu, J.W. and Niu, L. and Yuan, Z.H. and Yang, D.W. and Wang, X.G. and Liu, W.Y.", TITLE = "PD-Quant: Post-Training Quantization Based on Prediction Difference Metric", BOOKTITLE = CVPR23, YEAR = "2023", PAGES = "24427-24437", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147743"} @inproceedings{bb151821, AUTHOR = "Noh, H.C. and Hyun, S. and Jeong, W. and Lim, H.S. and Heo, J.P.", TITLE = "Disentangled Representation Learning for Unsupervised Neural Quantization", BOOKTITLE = CVPR23, YEAR = "2023", PAGES = "12001-12010", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147744"} @inproceedings{bb151822, AUTHOR = "Eliezer, N.S. and Banner, R. and Ben Yaakov, H. and Hoffer, E. and Michaeli, T.", TITLE = "Power Awareness in Low Precision Neural Networks", BOOKTITLE = CADK22, YEAR = "2022", PAGES = "67-83", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147745"} @inproceedings{bb151823, AUTHOR = "Finkelstein, A. and Fuchs, E. and Tal, I. and Grobman, M. and Vosco, N. and Meller, E.", TITLE = "QFT: Post-training Quantization via Fast Joint Finetuning of All Degrees of Freedom", BOOKTITLE = CADK22, YEAR = "2022", PAGES = "115-129", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147746"} @inproceedings{bb151824, AUTHOR = "Ben Moshe, L. and Benaim, S. and Wolf, L.B.", TITLE = "FewGAN: Generating from the Joint Distribution of a Few Images", BOOKTITLE = ICIP22, YEAR = "2022", PAGES = "751-755", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147747"} @inproceedings{bb151825, AUTHOR = "Tonin, M. and de Queiroz, R.L.", TITLE = "On Quantization of Image Classification Neural Networks for Compression Without Retraining", BOOKTITLE = ICIP22, YEAR = "2022", PAGES = "916-920", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147748"} @inproceedings{bb151826, AUTHOR = "Cao, Y.H. and Sun, P.Q. and Huang, Y.C. and Wu, J.X. and Zhou, S.C.", TITLE = "Synergistic Self-supervised and Quantization Learning", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XXX:587-604", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147749"} @inproceedings{bb151827, AUTHOR = "Zhu, Y. and Olszewski, K. and Wu, Y. and Achlioptas, P. and Chai, M.L. and Yan, Y. and Tulyakov, S.", TITLE = "Quantized GAN for Complex Music Generation from Dance Videos", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XXXVII:182-199", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147750"} @inproceedings{bb151828, AUTHOR = "Oh, S. and Sim, H. and Kim, J. and Lee, J.", TITLE = "Non-uniform Step Size Quantization for Accurate Post-training Quantization", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XI:658-673", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147751"} @inproceedings{bb151829, AUTHOR = "Chikin, V. and Solodskikh, K. and Zhelavskaya, I.", TITLE = "Explicit Model Size Control and Relaxation via Smooth Regularization for Mixed-Precision Quantization", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XII:1-16", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147752"} @inproceedings{bb151830, AUTHOR = "Kim, H.B. and Park, E. and Yoo, S.", TITLE = "BASQ: Branch-wise Activation-clipping Search Quantization for Sub-4-bit Neural Networks", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XII:17-33", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147753"} @inproceedings{bb151831, AUTHOR = "Youn, J. and Song, J.H. and Kim, H.S. and Bahk, S.", TITLE = "Bitwidth-Adaptive Quantization-Aware Neural Network Training: A Meta-Learning Approach", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XII:208-224", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147754"} @inproceedings{bb151832, AUTHOR = "Tang, C. and Ouyang, K. and Wang, Z. and Zhu, Y.F. and Ji, W. and Wang, Y.W. and Zhu, W.W.", TITLE = "Mixed-Precision Neural Network Quantization via Learned Layer-Wise Importance", BOOKTITLE = ECCV22, YEAR = "2022", PAGES = "XI:259-275", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147755"} 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"http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147758"} @inproceedings{bb151836, AUTHOR = "Zhong, Y.S. and Lin, M.B. and Nan, G.R. and Liu, J.Z. and Zhang, B.C. and Tian, Y.H. and Ji, R.R.", TITLE = "IntraQ: Learning Synthetic Images with Intra-Class Heterogeneity for Zero-Shot Network Quantization", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "12329-12338", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147759"} @inproceedings{bb151837, AUTHOR = "Liu, Z.H. and Wang, Y.H. and Han, K. and Ma, S.W. and Gao, W.", TITLE = "Instance-Aware Dynamic Neural Network Quantization", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "12424-12433", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147760"} @inproceedings{bb151838, AUTHOR = "Chikin, V. and Kryzhanovskiy, V.", TITLE = "Channel Balancing for Accurate Quantization of Winograd Convolutions", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "12497-12506", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147761"} @inproceedings{bb151839, AUTHOR = "Pandey, D.S. and Yu, Q.", TITLE = "Multidimensional Belief Quantification for Label-Efficient Meta-Learning", BOOKTITLE = CVPR22, YEAR = "2022", PAGES = "14371-14380", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147762"} @inproceedings{bb151840, AUTHOR = "Liu, H.Y. and Elkerdawy, S. and Ray, N. and Elhoushi, M.", TITLE = "Layer Importance Estimation with Imprinting for Neural Network Quantization", BOOKTITLE = MAI21, YEAR = "2021", PAGES = "2408-2417", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147763"} @inproceedings{bb151841, AUTHOR = "Yun, S. and Wong, A.", TITLE = "Do All MobileNets Quantize Poorly? Gaining Insights into the Effect of Quantization on Depthwise Separable Convolutional Networks Through the Eyes of Multi-scale Distributional Dynamics", BOOKTITLE = MAI21, YEAR = "2021", PAGES = "2447-2456", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147764"} @inproceedings{bb151842, AUTHOR = "Fournarakis, M. and Nagel, M.", TITLE = "In-Hindsight Quantization Range Estimation for Quantized Training", BOOKTITLE = ECV21, YEAR = "2021", PAGES = "3057-3064", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147765"} @inproceedings{bb151843, AUTHOR = "Yu, H.C. and Yang, L.J. and Shi, H.", TITLE = "Is In-Domain Data Really Needed? A Pilot Study on Cross-Domain Calibration for Network Quantization", BOOKTITLE = ECV21, YEAR = "2021", PAGES = "3037-3046", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147766"} @inproceedings{bb151844, AUTHOR = "Langroudi, H.F. and Karia, V. and Carmichael, Z. and Zyarah, A. and Pandit, T. and Gustafson, J.L. and Kudithipudi, D.", TITLE = "Alps: Adaptive Quantization of Deep Neural Networks with GeneraLized PositS", BOOKTITLE = ECV21, YEAR = "2021", PAGES = "3094-3103", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147767"} @inproceedings{bb151845, AUTHOR = "Abdolrashidi, A. and Wang, L. and Agrawal, S. and Malmaud, J. and Rybakov, O. and Leichner, C. and Lew, L.", TITLE = "Pareto-Optimal Quantized ResNet Is Mostly 4-bit", BOOKTITLE = ECV21, YEAR = "2021", PAGES = "3085-3093", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147768"} @inproceedings{bb151846, AUTHOR = "Trusov, A. and Limonova, E. and Slugin, D. and Nikolaev, D. and Arlazarov, V.V.", TITLE = "Fast Implementation of 4-bit Convolutional Neural Networks for Mobile Devices", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "9897-9903", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147769"} @inproceedings{bb151847, AUTHOR = "Hacene, G.B. and Lassance, C. and Gripon, V. and Courbariaux, M. and Bengio, Y.", TITLE = "Attention Based Pruning for Shift Networks", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "4054-4061", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147770"} @inproceedings{bb151848, AUTHOR = "Hou, Z. and Kung, S.Y.", TITLE = "A Discriminant Information Approach to Deep Neural Network Pruning", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "9553-9560", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147771"} @inproceedings{bb151849, AUTHOR = "Marino, G.C. and Ghidoli, G. and Frasca, M. and Malchiodi, D.", TITLE = "Compression strategies and space-conscious representations for deep neural networks", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "9835-9842", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147772"} @inproceedings{bb151850, AUTHOR = "Yuan, Y. and Chen, C. and Hu, X. and Peng, S.", TITLE = "Towards Low-Bit Quantization of Deep Neural Networks with Limited Data", BOOKTITLE = ICPR21, YEAR = "2021", PAGES = "4377-4384", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147773"} @inproceedings{bb151851, AUTHOR = "Dbouk, H. and Sanghvi, H. and Mehendale, M. and Shanbhag, N.", TITLE = "DBQ: A Differentiable Branch Quantizer for Lightweight Deep Neural Networks", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "XXVII:90-106", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147774"} @inproceedings{bb151852, AUTHOR = "do Nascimento, M.G. and Costain, T.W. and Prisacariu, V.A.", TITLE = "Finding Non-uniform Quantization Schemes Using Multi-task Gaussian 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Lee, D. and Kim, B. and Kapoor, P. and Park, B. and Wei, G.", TITLE = "Structured Compression by Weight Encryption for Unstructured Pruning and Quantization", BOOKTITLE = CVPR20, YEAR = "2020", PAGES = "1906-1915", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147778"} @inproceedings{bb151856, AUTHOR = "Jung, J. and Kim, J. and Kim, Y. and Kim, C.", TITLE = "Reinforcement Learning-Based Layer-Wise Quantization For Lightweight Deep Neural Networks", BOOKTITLE = ICIP20, YEAR = "2020", PAGES = "3070-3074", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147779"} @inproceedings{bb151857, AUTHOR = "Geng, X. and Lin, J. and Li, S.", TITLE = "Cascaded Mixed-Precision Networks", BOOKTITLE = ICIP20, YEAR = "2020", PAGES = "241-245", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147780"} @inproceedings{bb151858, AUTHOR = "Fang, J. and Shafiee, A. and Abdel Aziz, H. and Thorsley, D. and Georgiadis, G. and Hassoun, J.H.", TITLE = "Post-training Piecewise Linear Quantization for Deep Neural Networks", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "II:69-86", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147781"} @inproceedings{bb151859, AUTHOR = "Xie, Z. and Wen, Z.Q. and Liu, J. and Liu, Z.Q. and Wu, X.X. and Tan, M.K.", TITLE = "Deep Transferring Quantization", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "VIII:625-642", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147782"} @inproceedings{bb151860, AUTHOR = "Wang, Y. and Lu, Y.D. and Blankevoort, T.", TITLE = "Differentiable Joint Pruning and Quantization for Hardware Efficiency", BOOKTITLE = ECCV20, YEAR = "2020", PAGES = "XXIX: 259-277", BIBSOURCE = "http://www.visionbib.com/bibliography/pattern652nnq4.html#TT147783"} @inproceedings{bb151861, AUTHOR = "Cai, Y.H. and Yao, Z.W. and Dong, Z. and Gholami, A. and Mahoney, M.W. and Keutzer, K.", TITLE = "ZeroQ: A Novel Zero Shot Quantization 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