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exemplar-free-counting-on-fsc147

Object CountingExemplar-Free Counting
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PaperCodeMAE(test)RMSE(test)MAE(val)RMSE(val)ModelNameReleaseDate
SAVE: Self-Attention on Visual Embedding for Zero-Shot Generic Object Counting✓ Link8.9280.398.8935.83SAVE2025-02-10
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation✓ Link13.30108.7214.8164.95GeCo2024-09-27
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting14.0092.1916.0653.04GCA-SUN2024-09-18
CounTR: Transformer-based Generalised Visual Counting✓ Link14.71106.8718.0771.84CounTR2022-08-29
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting✓ Link15.14103.4915.5452.67DAVE2024-04-25
A Low-Shot Object Counting Network With Iterative Prototype Adaptation✓ Link16.2103.9617.4354.96LOCA2022-11-15
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision✓ Link17.12104.5317.4958.81RCC2022-05-20
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers✓ Link26.66129.1129.2498.11RepRPN-Counter2022-01-05
Learning To Count Everything✓ Link32.27131.4632.1598.75FamNet2021-04-16
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