OpenCodePapers

object-counting-on-fsc147

Object Counting
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PaperCodeMAE(test)MAE(val)RMSE(test)RMSE(val)ModelNameReleaseDate
CountGD: Multi-Modal Open-World Counting✓ Link5.747.124.0926.08CountGD2024-07-05
CoDi -- an exemplar-conditioned diffusion model for low-shot counting✓ Link5.7430.99CoDi2025-12-23
CountGD++: Generalized Prompting for Open-World Counting✓ Link5.8618.79CountGD++2025-12-29
Generalized-Scale Object Counting with Gradual Query Aggregation✓ Link7.649.4039.3933.28GECO22026-01-01
CountSE: Soft Exemplar Open-set Object Counting✓ Link7.8482.99CountSE2025-10-23
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation✓ Link7.919.5254.2843.00GeCo2024-09-27
CountEx: Fine-Grained Counting via Exemplars and Exclusion✓ Link8.6384.55CountEx2026-02-23
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting✓ Link8.668.9132.3628.08DAVE2024-04-25
SAVE: Self-Attention on Visual Embedding for Zero-Shot Generic Object Counting✓ Link8.9280.39SAVE2025-02-10
Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot Class-Agnostic Counting✓ Link9.1310.6348.9637.95CACViT2023-05-08
Decoupling What to Count and Where to See for Referring Expression Counting9.5383.46W2-Net2025-10-28
Learning Spatial Similarity Distribution for Few-shot Object Counting✓ Link9.589.7364.1329.72SSD2024-05-20
Count Anything at Any Granularity10.2999.13HieraCount2026-05-11
A Low-Shot Object Counting Network With Iterative Prototype Adaptation✓ Link10.7910.2456.9732.56LOCA2022-11-15
Semantic Generative Augmentations for Few-Shot Counting✓ Link11.3212.3177.5041.65SemAug-CounTR2023-10-26
CounTR: Transformer-based Generalised Visual Counting✓ Link11.9513.1391.2349.83CounTR2022-08-29
Spatially-Aware Class-Agnostic Object Counting12.3913.62100.8960.07UpCount2026-07-18
Semantic Generative Augmentations for Few-Shot Counting✓ Link12.7412.5989.9044.95SemAug-SAFECount2023-10-26
Point Segment and Count: A Generalized Framework for Object Counting✓ Link13.05112.86PseCo2024-01-01
Scale-Prior Deformable Convolution for Exemplar-Guided Class-Agnostic Counting✓ Link13.5114.5996.8049.97SPDCN2022-12-21
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting14.0016.0692.1953.04GCA-SUN2024-09-18
Few-shot Object Counting with Similarity-Aware Feature Enhancement✓ Link14.3215.2885.5447.20SAFECount2022-01-22
Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting✓ Link14.6215.7491.8358.53BMNet+2022-03-16
Object Counting: You Only Need to Look at One15.7817.1197.1556.81LaoNet2021-12-11
Open-world Text-specified Object Counting✓ Link15.8817.10106.2965.61CounTX (uses text descriptions instead of visual exemplars)2023-06-02
Point Segment and Count: A Generalized Framework for Object Counting✓ Link16.58129.77PseCo (zero-shot)2024-01-01
Few-shot Object Counting and Detection✓ Link16.79123.56Counting-DETR2022-07-22
OCCAM: Class-Agnostic, Training-Free, Prior-Free and Multi-Class Object Counting16.92110.83OCCAM-S2026-01-20
Mind the Prompt: A Novel Benchmark for Prompt-based Class-Agnostic Counting✓ Link17.02106.93VLCounter2024-09-24
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision✓ Link17.1217.49104.5358.81RCC2022-05-20
Mind the Prompt: A Novel Benchmark for Prompt-based Class-Agnostic Counting✓ Link17.59109.97CLIP-Count2024-09-24
OmniCount: Multi-label Object Counting with Semantic-Geometric Priors18.63112Omnicount (Open vocabulary, multi-label, without training)2024-03-08
Learning To Count Everything✓ Link22.0823.7599.5469.07FamNet2021-04-16
Mind the Prompt: A Novel Benchmark for Prompt-based Class-Agnostic Counting✓ Link24.79138.11TFPOC2024-09-24
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