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Benchmarks
Object Detection on Objects365 (AP)
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48.58
AP
Human Annotator
16.4648
24.8024
33.14
41.4776
Mar 14, 2024
Jul 10, 2024
Nov 6, 2024
Mar 5, 2025
Jul 1, 2025
Oct 28, 2025
Feb 24, 2026
AP
Updated 1mo ago
Evaluation Results
Method
Method
Links
AP
Human Annotator
2026.02
48.58
TagLLM
Base Model=Qwen3-VL-30...
2026.02
47.13
TagLLM
Base Model=Qwen3-VL-8B...
2026.02
46.5
BP
Base Model=Qwen3-VL-30...
2026.02
44.88
MOP
Base Model=Qwen3-VL-30...
2026.02
43.5
BP
Base Model=Qwen3-VL-8B...
2026.02
43.45
MOP
Base Model=Qwen3-VL-8B...
2026.02
43.25
RAM++
GPU Time=< 1
2026.02
39.43
TagCLIP
GPU Time=9
2026.02
33.34
GiT-H
Backbone=Huge, Trainin...
2024.03
31.9
CLIP
GPU Time=< 1
2026.02
27.75
GiT-L
Backbone=Large, Traini...
2024.03
25.5
NXTP
GPU Time=4
2026.02
23.81
CaSED
GPU Time=3
2026.02
22.08
GiT-B
Backbone=Base, Trainin...
2024.03
17.7
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