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FSC147
Object Counting on FSC147
Metric: RMSE(val) (lower is better)
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Model name (A→Z)
#
Model
↕
RMSE(val)
▲
Extra Data
Paper
Date
↕
Code
1
CountGD
26.08
No
CountGD: Multi-Modal Open-World Counting
2024-07-05
Code
2
DAVE
28.08
No
DAVE -- A Detect-and-Verify Paradigm for Low-Sho...
2024-04-25
Code
3
SSD
29.72
No
Learning Spatial Similarity Distribution for Few...
2024-05-20
Code
4
LOCA
32.56
No
A Low-Shot Object Counting Network With Iterativ...
2022-11-15
Code
5
SAVE
35.83
No
-
-
Code
6
CACViT
37.95
No
Vision Transformer Off-the-Shelf: A Surprising B...
2023-05-08
Code
7
SemAug-CounTR
41.65
Yes
Semantic Generative Augmentations for Few-Shot C...
2023-10-26
Code
8
GeCo
43
No
A Novel Unified Architecture for Low-Shot Counti...
2024-09-27
Code
9
SemAug-SAFECount
44.95
Yes
Semantic Generative Augmentations for Few-Shot C...
2023-10-26
Code
10
SAFECount
47.2
No
Few-shot Object Counting with Similarity-Aware F...
2022-01-22
Code
11
CounTR
49.83
No
CounTR: Transformer-based Generalised Visual Cou...
2022-08-29
Code
12
SPDCN
49.97
No
-
-
Code
13
DAVE
52.67
No
DAVE -- A Detect-and-Verify Paradigm for Low-Sho...
2024-04-25
Code
14
GCA-SUN
53.04
No
GCA-SUNet: A Gated Context-Aware Swin-UNet for E...
2024-09-18
-
15
GCA-SUN
53.04
No
GCA-SUNet: A Gated Context-Aware Swin-UNet for E...
2024-09-18
-
16
LOCA
54.96
No
A Low-Shot Object Counting Network With Iterativ...
2022-11-15
Code
17
LaoNet
56.81
No
Object Counting: You Only Need to Look at One
2021-12-11
-
18
BMNet+
58.53
No
Represent, Compare, and Learn: A Similarity-Awar...
2022-03-16
Code
19
RCC
58.81
No
Learning to Count Anything: Reference-less Class...
2022-05-20
Code
20
RCC
58.81
No
Learning to Count Anything: Reference-less Class...
2022-05-20
Code
21
GeCo
64.95
No
A Novel Unified Architecture for Low-Shot Counti...
2024-09-27
Code
22
CounTX (uses text descriptions instead of visual exemplars)
65.61
No
Open-world Text-specified Object Counting
2023-06-02
Code
23
FamNet
69.07
No
Learning To Count Everything
2021-04-16
Code
24
CounTR
71.84
No
CounTR: Transformer-based Generalised Visual Cou...
2022-08-29
Code
25
RepRPN-Counter
98.11
No
Exemplar-free Class Incremental Learning via Dis...
2022-01-05
Code
26
FamNet
98.75
No
Learning To Count Everything
2021-04-16
Code
#1
CountGD
SOTA
26.08
RMSE(val)
· 2024-07-05
CountGD: Multi-Modal Open-World Counting
Code
#2
DAVE
SOTA
28.08
RMSE(val)
· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting
Code
#3
SSD
29.72
RMSE(val)
· 2024-05-20
Learning Spatial Similarity Distribution for Few-shot Object Counting
Code
#4
LOCA
SOTA
32.56
RMSE(val)
· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation
Code
#5
SAVE
35.83
RMSE(val)
No paper
Code
#6
CACViT
37.95
RMSE(val)
· 2023-05-08
Vision Transformer Off-the-Shelf: A Surprising Baseline for Few-Shot Class-Agnostic Counting
Code
#7
SemAug-CounTR
41.65
RMSE(val)
· Extra Data
· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting
Code
#8
GeCo
43
RMSE(val)
· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation
Code
#9
SemAug-SAFECount
44.95
RMSE(val)
· Extra Data
· 2023-10-26
Semantic Generative Augmentations for Few-Shot Counting
Code
#10
SAFECount
SOTA
47.2
RMSE(val)
· 2022-01-22
Few-shot Object Counting with Similarity-Aware Feature Enhancement
Code
#11
CounTR
49.83
RMSE(val)
· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting
Code
#12
SPDCN
49.97
RMSE(val)
No paper
Code
#13
DAVE
52.67
RMSE(val)
· 2024-04-25
DAVE -- A Detect-and-Verify Paradigm for Low-Shot Counting
Code
#14
GCA-SUN
53.04
RMSE(val)
· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#15
GCA-SUN
53.04
RMSE(val)
· 2024-09-18
GCA-SUNet: A Gated Context-Aware Swin-UNet for Exemplar-Free Counting
#16
LOCA
54.96
RMSE(val)
· 2022-11-15
A Low-Shot Object Counting Network With Iterative Prototype Adaptation
Code
#17
LaoNet
SOTA
56.81
RMSE(val)
· 2021-12-11
Object Counting: You Only Need to Look at One
#18
BMNet+
58.53
RMSE(val)
· 2022-03-16
Represent, Compare, and Learn: A Similarity-Aware Framework for Class-Agnostic Counting
Code
#19
RCC
58.81
RMSE(val)
· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision
Code
#20
RCC
58.81
RMSE(val)
· 2022-05-20
Learning to Count Anything: Reference-less Class-agnostic Counting with Weak Supervision
Code
#21
GeCo
64.95
RMSE(val)
· 2024-09-27
A Novel Unified Architecture for Low-Shot Counting by Detection and Segmentation
Code
#22
CounTX (uses text descriptions instead of visual exemplars)
65.61
RMSE(val)
· 2023-06-02
Open-world Text-specified Object Counting
Code
#23
FamNet
SOTA
69.07
RMSE(val)
· 2021-04-16
Learning To Count Everything
Code
#24
CounTR
71.84
RMSE(val)
· 2022-08-29
CounTR: Transformer-based Generalised Visual Counting
Code
#25
RepRPN-Counter
98.11
RMSE(val)
· 2022-01-05
Exemplar-free Class Incremental Learning via Discriminative and Comparable One-class Classifiers
Code
#26
FamNet
SOTA
98.75
RMSE(val)
· 2021-04-16
Learning To Count Everything
Code