Share your thoughts, 1 month free Claude Pro on us
See more
Home
/
Benchmarks
Object Detection on Pascal VOC (mAP)
Loading...
82.4
mAP
AutoMix
37.784
49.367
60.95
72.533
Mar 24, 2021
Jan 30, 2022
Dec 8, 2022
Oct 17, 2023
Aug 24, 2024
Jul 2, 2025
May 11, 2026
mAP
Updated 22d ago
Evaluation Results
Method
Method
Links
mAP
AutoMix
Detector=Faster-RCNN
2021.03
82.4
ResizeMix
Detector=Faster-RCNN
2021.03
82.1
CutMix
Detector=Faster-RCNN
2021.03
81.9
PuzzleMix
Detector=Faster-RCNN
2021.03
81.9
Vanilla
Detector=Faster-RCNN
2021.03
81
Mixup
Detector=Faster-RCNN
2021.03
80.7
OVOR
Img Enc=CLIP, Training...
2026.03
72.6
ViLD
Training protocol=Extr...
2026.03
72.2
DK-DETR
Training protocol=Extr...
2026.03
71.3
FasterRCNN
Bit-width=6 bit, Quant...
2026.04
70.5
LLMDet (Tiny) + DetRefiner
DetRefiner=Applied (tr...
2026.05
61.3
MM-Grounding DINO (Tiny) + DetRefiner
DetRefiner=Applied (tr...
2026.05
60.4
Grounding DINO (Tiny) + DetRefiner
DetRefiner=Applied (tr...
2026.05
60
LLMDet (Tiny)
DetRefiner=None, Train...
2026.05
59.4
GLIP (Tiny) + DetRefiner
DetRefiner=Applied (tr...
2026.05
59.2
MM-Grounding DINO (Tiny)
DetRefiner=None, Train...
2026.05
57.6
GLIP (Tiny)
DetRefiner=None, Train...
2026.05
56.6
Grounding DINO (Tiny)
DetRefiner=None, Train...
2026.05
56.3
OVOR
Img Enc=MLP, Training...
2026.03
39.5
Feedback
Search any
task
Search any
task