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Object Detection on COCO (AP^b, AP^b_50, AP^b_75)

73.2AP50 (Box)

TransNeXt-Base

Updated 18d ago

Evaluation Results

Method
TransNeXt-Base 2023.11	73.2	51.7	56.9
TransNext-Small 2023.11	72.6	51.1	56.2
SAGA-S 2025.09	71.9	51	55.9
TransNeXt-Tiny 2023.11	71.5	49.9	54.9
RDNet-B 2024.03	71.5	52.9	57.2
VMamba-B 2024.01	71.4	49.2	54
SAGA-S 2025.09	71.4	50.1	55.3
ConvNeXt-B 2024.03	71.3	52.7	57.2
NaLaFormer-S 2025.09	71.2	49.5	54.3
NAT-B 2024.03	71.1	52.5	57.1
MLLA-T 2025.09	71	48.8	53.6
InternImage-B 2023.11	70.9	48.8	54
FocalNet-B (LRF) 2023.11	70.9	49	53.9
VMamba-S 2024.01	70.9	49.9	54.7
ConvNeXt-S 2024.03	70.8	51.9	56.5
RDNet-S 2024.03	70.8	52.3	56.6
ColorMAE-G 2024.07	70.7	50.1	54.7
FocalNet-B (SRF) 2024.03	70.7	48.8	53.5
Swin-S 2024.03	70.7	51.9	56.3
CSWin-T 2025.09	70.7	49	53.7
FocalNet-S (LRF) 2023.11	70.5	48.3	53.1
BiFormer-B 2023.11	70.5	48.6	53.8
RDNet-T 2024.03	70.5	51.6	56
Swin-B 2024.03	70.5	51.9	56.4
DefMamba-B 2025.04	70.5	48.7	53.8
RILS 2023.01	70.5	48.5	53.2
MPVIT-S 2025.09	70.5	48.4	52.6
NaLaFormer-S 2025.09	70.5	49.7	54.7
CSWin-B 2023.11	70.4	48.7	53.9
CSwin-B 2024.03	70.4	48.7	53.9
RDNet-B 2024.03	70.4	48.8	53.5
NAT-S 2024.03	70.4	52	56.3
VMamba-T 2024.01	70.4	48.8	53.5
Vanilla-VMamba-S 2024.01	70.4	49.7	54.2
InternImage-T 2025.09	70.4	49.1	54.1
GrootV-S 2025.04	70.3	48.6	53.5
SAGA-T 2025.09	70.3	48.7	53.5
SMT-B 2023.11	70.2	49	53.7
CSWin-S 2023.11	70.1	47.9	52.6
CSwin-S 2024.03	70.1	47.9	52.6
FocalNet-T 2024.03	70.1	51.5	55.8
ColorMAE-G 2024.07	70	49.5	54.2
NAT-T 2024.03	70	51.4	55.9
VMamba-S 2024.01	70	48.7	53.4
Vanilla-VMamba-B 2024.01	70	48.6	53.1
Vanilla-VMamba-T 2024.01	70	48.5	52.7
ConvNeXt-S 2024.01	70	47.9	52.7
FocalNet-S (SRF) 2024.03	69.9	48	52.7
RDNet-S 2024.03	69.9	48.2	53
ConvNeXt-B 2024.03	69.9	47.5	51.9
LocalVMamba-S 2025.04	69.9	48.4	52.7
InternImage-S 2023.11	69.8	47.8	52.8
BiFormer-S 2023.11	69.8	47.8	52.3
PVTv2-B2 2024.03	69.8	51.1	55.3
Swin-S 2024.01	69.8	48.2	52.8
MAE 2024.07	69.7	49.2	53.9
Vanilla-VMamba-S 2024.01	69.7	48.2	52.5
VMamba-S 2025.04	69.7	48.2	52.5
MAE+CLIP 2023.01	69.6	48.1	52.5
SMT-S 2023.11	69.5	47.8	52.1
MLLA-T 2025.09	69.5	46.8	51.5
MAE 2024.07	69.4	50.6	55
ConvNeXt-B 2024.01	69.4	47	51.7
VMamba-T 2024.01	69.3	47.3	52
VMamba-T 2025.09	69.3	47.3	52
Swin-B 2023.11	69.2	46.9	51.6
Swin-B 2024.03	69.2	46.9	51.6
Swin-T 2024.03	69.2	50.4	54.7
MixedAE 2024.07	69.1	50.3	54.8
ConvNeXt-T 2024.03	69.1	50.4	54.8
CLIP 2023.01	69.1	47.7	52.3
RAVLT-T 2025.09	69.1	47.2	51.7
SAGA-T 2025.09	69.1	47.2	52
InternImage-T 2023.11	69	47.2	52.1
ConvNeXt-S 2024.03	69	46.8	51.5
InternImage-T 2025.09	69	47.2	52.1
Swin-S 2023.11	68.7	46.5	51.3
PVTv2-B4 2023.11	68.7	47.5	52
Swin-S 2024.03	68.7	46.5	51.3
CSWin-T 2023.11	68.6	46.7	51.3
PVTv2-B5 2023.11	68.6	47.4	51.9
DINO 2024.07	68.6	46.8	50.9
CSwin-T 2024.03	68.6	46.7	51.3
PVTv2-B5 2024.03	68.6	47.4	51.9
MAE 2023.01	68.6	48.1	52.9
MPVIT-S 2025.09	68.6	46.4	51.2
CSWin-T 2025.09	68.6	46.7	51.3
RDNet-T 2024.03	68.5	47.5	52.1
Vanilla-VMamba-T 2024.01	68.5	46.5	50.7
SLIP 2023.01	68.5	46.5	51
FL-Swin-T 2025.09	68.5	46.5	50.8
DropPos 2023.09	68.3	47.7	52.8
DropPos 2024.07	68.3	47.7	52.8
FocalNet-S (SRF) 2024.03	68.3	45.9	50.1
iiANET-L 2024.07	68.3	45.8	51.7
MAE 2023.09	68.2	47.3	52.5
FocalNet-T (LRF) 2023.11	68.2	46.1	50.6
Dilate-S 2024.07	68.2	45.8	50.1
PVTv2-B3 2023.11	68.1	47	51.7
PVTv2-B3 2024.03	68.1	47	51.7

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