1) PIM & Pruning , under review
2) PIM, under review
3) Compression for Robot AI , under review
4) Weight Pruning for LLM , under review
5) Pruning for KV cache , under review
2025-1) WINS: Winograd Structured Pruning for Fast Winograd Convolution [ICCV, BK21 IF=4, Highlight]
Cheonjun Park, Hyun Jae Oh, Mincheol Park, Hyunchan Moon, Minsik Kim, Suhyun Kim, Myung Kuk Yoon, and Won Woo Ro
The IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19 - 23, 2025
Oral & Highlight acceptance rate: 2.9% [327/11152]
Paper Code
2025-2) Adversarial Purification via Super-Resolution and Diffusion [ICCV, BK21 IF=4]
Mincheol Park, Cheonjun Park, Seungseop Lim, Mijin Koo, Hyunwuk Lee, Won Woo Ro, and Suhyun Kim
The IEEE/CVF International Conference on Computer Vision (ICCV), Honolulu, Hawaii, USA, Oct. 19 - 23, 2025
Acceptance rate: 24% [2701/11152]
Paper Code
2024-1) DEPrune: Depth-wise Separable Convolution Pruning for Maximizing GPU Parallelism [NeurIPS, BK21 IF=4]
Cheonjun Park, Mincheol Park, Hyunchan Moon, Myung Kuk Yoon, Seokjin Go, Suhyun Kim, and Won Woo Ro
The 38th Annual Conference on Neural Information Processing Systems (NeurIPS 2024), Vancouver, Canada, Dec. 9 - 15, 2024
Acceptance rate: 25.75% [4035/15671]
Paper Code
2024-2) Reprune: Channel pruning via kernel representative selection [AAAI, BK21 IF=4]
Mincheol Park, Dongjin Kim, Cheonjun Park, Yuna Park, Gyeong Eun Gong, Won Woo Ro, and Suhyun Kim
The 37th Association for the Advancement of Artificial Intelligence (AAAI-24), Vancouver, Canada, Mar. 24 , 2024
Acceptance rate: 23.75% [2342/12100]
Paper Code
2023-1) Balanced column-wise block pruning for maximizing GPU parallelism [AAAI, BK21 IF=4, Oral]
Cheonjun Park, Mincheol Park, Hyun Jae Oh, Minkyu Kim, Myung Kuk Yoon, Suhyun Kim, and Won Woo Ro
The 37th Association for the Advancement of Artificial Intelligence (AAAI-23), Washington DC, USA, Feb. 07 - 14, 2023
Oral acceptance rate: 10.8% [952/8777]
Paper Code
2019-1) Efficient dilated-winograd convolutional neural networks [ICIP]
Minsik Kim, Cheonjun Park, Sungjun Kim, Taeyoung Hong, and Won Woo Ro
2019 IEEE International Conference on Image Processing (ICIP), 2711-2715
Paper Code
soon ...