Post
46
šš·ļøš New Research Alert - ICCV 2025 (Oral)! šš§©š
š Title: Heavy Labels Out! Dataset Distillation with Label Space Lightening š
š Description: The HeLlO framework is a new corpus distillation method that removes the need for large soft labels. It uses a lightweight, online image-to-label projector based on CLIP. This projector has been adapted using LoRA-style, parameter-efficient tuning. It has also been initialized with text embeddings.
š„ Authors: @roseannelexie , @Huage001 , Zigeng Chen, Jingwen Ye, and Xinchao Wang
š Conference: ICCV, 19 ā 23 Oct, 2025 | Honolulu, Hawai'i, USA šŗšø
š Paper: Heavy Labels Out! Dataset Distillation with Label Space Lightening (2408.08201)
šŗ Video: https://www.youtube.com/watch?v=kAyK_3wskgA
š ICCV-2023-25-Papers: https://github.com/DmitryRyumin/ICCV-2023-25-Papers
š Added to the Efficient Learning Section: https://github.com/DmitryRyumin/ICCV-2023-25-Papers/blob/main/sections/2025/main/efficient-learning.md
š More Papers: more cutting-edge research presented at other conferences in the DmitryRyumin/NewEraAI-Papers curated by @DmitryRyumin
š Keywords: #DatasetDistillation #LabelCompression #CLIP #LoRA #EfficientAI #FoundationModels #AI #ICCV2025 #ResearchHighlight
š Title: Heavy Labels Out! Dataset Distillation with Label Space Lightening š
š Description: The HeLlO framework is a new corpus distillation method that removes the need for large soft labels. It uses a lightweight, online image-to-label projector based on CLIP. This projector has been adapted using LoRA-style, parameter-efficient tuning. It has also been initialized with text embeddings.
š„ Authors: @roseannelexie , @Huage001 , Zigeng Chen, Jingwen Ye, and Xinchao Wang
š Conference: ICCV, 19 ā 23 Oct, 2025 | Honolulu, Hawai'i, USA šŗšø
š Paper: Heavy Labels Out! Dataset Distillation with Label Space Lightening (2408.08201)
šŗ Video: https://www.youtube.com/watch?v=kAyK_3wskgA
š ICCV-2023-25-Papers: https://github.com/DmitryRyumin/ICCV-2023-25-Papers
š Added to the Efficient Learning Section: https://github.com/DmitryRyumin/ICCV-2023-25-Papers/blob/main/sections/2025/main/efficient-learning.md
š More Papers: more cutting-edge research presented at other conferences in the DmitryRyumin/NewEraAI-Papers curated by @DmitryRyumin
š Keywords: #DatasetDistillation #LabelCompression #CLIP #LoRA #EfficientAI #FoundationModels #AI #ICCV2025 #ResearchHighlight
