Research map / Label-efficient and robust learning / Recognition and long-tail
Almost Unsupervised Learning for Dense Crowd Counting
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| add GWTA sparsity to stacked autoencoder pretraining (ablation) | GWTA-CCNN · ShanghaiTech Part A | MAE: 193.0 -> 154.7 | Helped |
| add GWTA sparsity to stacked autoencoder pretraining (ablation) | GWTA-CCNN · UCF_CC_50 | MAE: 448.3 -> 433.7 | Helped |
| use tied decoder instead of untied large-filter decoder (ablation) | GWTA-CCNN · ShanghaiTech Part A | MAE: 195.6 -> 154.7 | Helped |
| use tied decoder instead of untied large-filter decoder (ablation) | GWTA-CCNN · UCF_CC_50 | MAE: 500.3 -> 433.7 | Helped |
| GWTA unsupervised pretraining instead of self-supervised colorization/inpainting | CCNN · ShanghaiTech Part A | MAE: 166.3 -> 154.7 | Helped |
| GWTA unsupervised pretraining instead of full supervision | CCNN · ShanghaiTech Part A | MAE: 124.6 -> 154.7 | Hurt |
| GWTA pretraining with very few labeled images | CCNN · ShanghaiTech Part A | MAE | Mixed |
Closest papers by meaning
- Leveraging Unlabeled Data for Crowd Counting by Learning to Rank (CVPR 2018 · similarity 0.91)
- Divide and Grow: Capturing Huge Diversity in Crowd Images With Incrementally Growing CNN (CVPR 2018 · similarity 0.90)
- Leveraging Self-Supervision for Cross-Domain Crowd Counting (CVPR 2022 · similarity 0.90)
- Top-Down Feedback for Crowd Counting Convolutional Neural Network (AAAI 2018 · similarity 0.90)
- Crowd Counting and Density Estimation by Trellis Encoder-Decoder Networks (CVPR 2019 · similarity 0.90)
- Gramformer: Learning Crowd Counting via Graph-Modulated Transformer (AAAI 2024 · similarity 0.88)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.