Efficientformer: Vision transformers at mobilenet speed Y Li, G Yuan, Y Wen, J Hu, G Evangelidis, S Tulyakov, Y Wang, J Ren Advances in Neural Information Processing Systems 35, 12934-12949, 2022 | 332 | 2022 |
Rethinking vision transformers for mobilenet size and speed Y Li, J Hu, Y Wen, G Evangelidis, K Salahi, Y Wang, S Tulyakov, J Ren Proceedings of the IEEE/CVF International Conference on Computer Vision …, 2023 | 170 | 2023 |
Snapfusion: Text-to-image diffusion model on mobile devices within two seconds Y Li, H Wang, Q Jin, J Hu, P Chemerys, Y Fu, Y Wang, S Tulyakov, J Ren Advances in Neural Information Processing Systems 36, 2024 | 117 | 2024 |
Yolobile: Real-time object detection on mobile devices via compression-compilation co-design Y Cai, H Li, G Yuan, W Niu, Y Li, X Tang, B Ren, Y Wang Proceedings of the AAAI conference on artificial intelligence 35 (2), 955-963, 2021 | 113 | 2021 |
Mix and match: A novel fpga-centric deep neural network quantization framework SE Chang, Y Li, M Sun, R Shi, HKH So, X Qian, Y Wang, X Lin 2021 IEEE International Symposium on High-Performance Computer Architecture …, 2021 | 112 | 2021 |
Film-qnn: Efficient fpga acceleration of deep neural networks with intra-layer, mixed-precision quantization M Sun, Z Li, A Lu, Y Li, SE Chang, X Ma, X Lin, Z Fang Proceedings of the 2022 ACM/SIGDA International Symposium on Field …, 2022 | 70 | 2022 |
Auto-vit-acc: An fpga-aware automatic acceleration framework for vision transformer with mixed-scheme quantization Z Li, M Sun, A Lu, H Ma, G Yuan, Y Xie, H Tang, Y Li, M Leeser, Z Wang, ... 2022 32nd International Conference on Field-Programmable Logic and …, 2022 | 54 | 2022 |
Hyperhuman: Hyper-realistic human generation with latent structural diffusion X Liu, J Ren, A Siarohin, I Skorokhodov, Y Li, D Lin, X Liu, Z Liu, ... arXiv preprint arXiv:2310.08579, 2023 | 35 | 2023 |
Npas: A compiler-aware framework of unified network pruning and architecture search for beyond real-time mobile acceleration Z Li, G Yuan, W Niu, P Zhao, Y Li, Y Cai, X Shen, Z Zhan, Z Kong, Q Jin, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2021 | 34* | 2021 |
Pruning-as-search: Efficient neural architecture search via channel pruning and structural reparameterization Y Li, P Zhao, G Yuan, X Lin, Y Wang, X Chen IJCAI 2022, 2022 | 33 | 2022 |
RMSMP: A novel deep neural network quantization framework with row-wise mixed schemes and multiple precisions SE Chang, Y Li, M Sun, W Jiang, S Liu, Y Wang, X Lin Proceedings of the IEEE/CVF international conference on computer vision …, 2021 | 28* | 2021 |
Compiler-aware neural architecture search for on-mobile real-time super-resolution Y Wu, Y Gong, P Zhao, Y Li, Z Zhan, W Niu, H Tang, M Qin, B Ren, ... European Conference on Computer Vision, 92-111, 2022 | 27 | 2022 |
Pruning parameterization with bi-level optimization for efficient semantic segmentation on the edge C Yang, P Zhao, Y Li, W Niu, J Guan, H Tang, M Qin, B Ren, X Lin, ... Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2023 | 18 | 2023 |
Layer freezing & data sieving: missing pieces of a generic framework for sparse training G Yuan, Y Li, S Li, Z Kong, S Tulyakov, X Tang, Y Wang, J Ren Advances in Neural Information Processing Systems 35, 19061-19074, 2022 | 17* | 2022 |
AirNN: Over-the-air computation for neural networks via reconfigurable intelligent surfaces SG Sanchez, G Reus-Muns, C Bocanegra, Y Li, U Muncuk, Y Naderi, ... IEEE/ACM Transactions on Networking 31 (6), 2470-2482, 2022 | 16* | 2022 |
Neural network-based OFDM receiver for resource constrained IoT devices N Soltani, H Cheng, M Belgiovine, Y Li, H Li, B Azari, S D'Oro, T Imbiriba, ... IEEE Internet of Things Magazine 5 (3), 158-164, 2022 | 16 | 2022 |
Automated deep learning-based wide-band receiver B Azari, H Cheng, N Soltani, H Li, Y Li, M Belgiovine, T Imbiriba, S D’Oro, ... Computer Networks 218, 109367, 2022 | 12 | 2022 |
Textcraftor: Your text encoder can be image quality controller Y Li, X Liu, A Kag, J Hu, Y Idelbayev, D Sagar, Y Wang, S Tulyakov, J Ren Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern …, 2024 | 10 | 2024 |
Towards real-time segmentation on the edge Y Li, C Yang, P Zhao, G Yuan, W Niu, J Guan, H Tang, M Qin, Q Jin, ... Proceedings of the AAAI Conference on Artificial Intelligence 37 (2), 1468-1476, 2023 | 9 | 2023 |
PIM-QAT: Neural network quantization for processing-in-memory (PIM) systems Q Jin, Z Chen, J Ren, Y Li, Y Wang, K Yang arXiv preprint arXiv:2209.08617, 2022 | 6 | 2022 |