Methods › Computer Vision › Counting Methods › EBC
Enhanced Blockwise Classification
EBC
Introduced by Yiming Ma et al. in CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
Traditional methods are based on block-wise regression. This framework, Enhanced Blockwise Classification (EBC), however, is based on the idea that aims to classify the count value within each block into several pre-defined bins. The enhancement comes from 3 aspects: discretization policy, label correction and loss function.
Notice that the original block-wise classification concept was introduced by Liu et al. in Counting Objects by Blockwise Classification.
Papers archive 2025-07-28
4 shown of 4, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
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EBC-ZIP: Improving Blockwise Crowd Counting with Zero-Inflated Poisson Regression 24 Jun 2025 · 1 repository · arXiv:2506.19955
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A neuromorphic camera for tracking passive and active matter with lower data throughput 13 Jan 2025 · 0 repositories · arXiv:2501.07230
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EvRT-DETR: Latent Space Adaptation of Image Detectors for Event-based Vision 3 Dec 2024 · 1 repository · arXiv:2412.02890Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
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CLIP-EBC: CLIP Can Count Accurately through Enhanced Blockwise Classification 14 Mar 2024 · 1 repository · arXiv:2403.09281
Tasks archive 2025-07-28
11 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
| Task | Papers |
|---|---|
| Crowd Counting | 2 |
| Density Estimation | 2 |
| Classification | 1 |
| Edge-computing | 1 |
| Event Detection | 1 |
| Event-based vision | 1 |
| Object | 1 |
| Object Detection | 1 |
| Quantization | 1 |
| image-classification | 1 |
| object-detection | 1 |
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections