DualCount: Structurally Consistent Density and Point Modeling for Zero-Shot Object Counting

arXiv:2609.17613 · cs.CV · Submitted 2026-09-14 · Read on arXiv

cs.CV

Submitted: 2026-09-14

Updated: 2026-09-14

Terminology

Alignment — 13× in this paper · explained in 1 episode
Consistency — 11× in this paper · explained in 3 episodes
Generalization — 7× in this paper · explained in 13 episodes
Ablation — 6× in this paper · explained in 1 episode
Benchmark — 4× in this paper · explained in 2 episodes
Ablation study — 3× in this paper · explained in 1 episode
Optimal Transport — 3× in this paper · explained in 5 episodes
Semantic Alignment — 3× in this paper · explained in 3 episodes
Structural Constraints — 3× in this paper · explained in 2 episodes
Transformer — 3× in this paper · explained in 2 episodes
Ablation Studies — 2× in this paper · explained in 1 episode
Adaptation — 2× in this paper · explained in 1 episode
Distribution Matching — 2× in this paper · explained in 2 episodes
Loss Function — 2× in this paper · explained in 2 episodes
Optimal Transport (OT) — 2× in this paper · explained in 4 episodes
Regularization — 2× in this paper · explained in 3 episodes
Accuracy — 1× in this paper · explained in 1 episode
Adam — 1× in this paper · explained in 2 episodes
Conference on Computer Vision and Pattern Recognition — 1× in this paper
Cosine Similarity — 1× in this paper · explained in 3 episodes
Embeddings — 1× in this paper · explained in 2 episodes
Feature Extraction — 1× in this paper · explained in 2 episodes
Mean Absolute Error — 1× in this paper
Robustness — 1× in this paper · explained in 5 episodes
Root Mean Squared Error — 1× in this paper
Winter Conference on Applications of Computer Vision — 1× in this paper

DualCount: Structurally Consistent Density and Point Modeling for Zero-Shot Object Counting

Terminology

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