Instance Segmentation on COCO (mAP)
59.2mAPQDrop
Evaluation results
| Method | Links | |
|---|---|---|
| QDropModel Variant=SAM2-L, Quantization Precision=FP2026.05 | 59.2 | |
| QDropModel Variant=SAM2-B+, Quantization Precision=FP2026.05 | 58.6 | |
| CAR-SAMModel Variant=SAM2-B+, Quantization Precision=W6A62026.05 | 57.9 | |
| QDropModel Variant=SAM2-S, Quantization Precision=FP2026.05 | 57.6 | |
| QDropModel Variant=SAM2-T, Quantization Precision=FP2026.05 | 57.2 | |
| PTQ4SAMModel Variant=SAM2-B+, Quantization Precision=W6A62026.05 | 57 | |
| QDropModel Variant=SAM2-B+, Quantization Precision=W6A62026.05 | 56 | |
| BRECQModel Variant=SAM2-B+, Quantization Precision=W6A62026.05 | 55.8 | |
| CAR-SAMModel Variant=SAM2-L, Quantization Precision=W6A62026.05 | 55.8 | |
| BRECQModel Variant=SAM2-L, Quantization Precision=W6A62026.05 | 55.4 | |
| PTQ4SAMModel Variant=SAM2-S, Quantization Precision=W6A62026.05 | 55.2 | |
| PTQ4SAMModel Variant=SAM2-L, Quantization Precision=W6A62026.05 | 54.6 | |
| CAR-SAMModel Variant=SAM2-T, Quantization Precision=W6A62026.05 | 54.2 | |
| PTQ4SAMModel Variant=SAM2-T, Quantization Precision=W6A62026.05 | 52.9 | |
| BRECQModel Variant=SAM2-S, Quantization Precision=W6A62026.05 | 52.8 | |
| QDropModel Variant=SAM2-S, Quantization Precision=W6A62026.05 | 52.7 | |
| CAR-SAMModel Variant=SAM2-S, Quantization Precision=W6A62026.05 | 52.6 | |
| QDropModel Variant=SAM2-T, Quantization Precision=W6A62026.05 | 51.7 | |
| QDropModel Variant=SAM2-L, Quantization Precision=W6A62026.05 | 51.7 | |
| RTNModel Variant=SAM2-S, Quantization Precision=W6A62026.05 | 51.1 | |
| RTNModel Variant=SAM2-B+, Quantization Precision=W6A62026.05 | 50.1 | |
| BRECQModel Variant=SAM2-T, Quantization Precision=W6A62026.05 | 49.9 | |
| AHCQ-SAMDetector=DINO, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 48.4 | |
| PTQ4SAMDetector=DINO, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 48.2 | |
| AHCQ-SAMDetector=DINO, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 48 | |
| QDropDetector=DINO, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 47.9 | |
| AHCQ-SAMDetector=DINO, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 47.9 | |
| PTQ4SAMDetector=DINO, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 47.8 | |
| RTNModel Variant=SAM2-T, Quantization Precision=W6A62026.05 | 47.5 | |
| AHCQ-SAMDetector=DINO, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 47.2 | |
| BRECQDetector=DINO, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 47.2 | |
| BRECQDetector=DINO, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 47 | |
| QDropDetector=DINO, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 47 | |
| CAR-SAMModel Variant=SAM2-B+, Quantization Precision=W4A42026.05 | 46.5 | |
| PTQ4SAMModel Variant=SAM2-B+, Quantization Precision=W4A42026.05 | 45.5 | |
| PTQ4SAMDetector=DINO, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 44.1 | |
| PTQ4SAMDetector=DINO, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 43.8 | |
| QDropModel Variant=SAM2-B+, Quantization Precision=W4A42026.05 | 43.5 | |
| CAR-SAMModel Variant=SAM2-S, Quantization Precision=W4A42026.05 | 43.2 | |
| AHCQ-SAMDetector=DINO, SAM Model Variant=SAM-B, Quantization Bit-width (W/A)=W6A62025.03 | 42.7 | |
| QDropDetector=DINO, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 42.7 | |
| QDropDetector=DINO, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 42.4 | |
| AHCQ-SAMDetector=DINO, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W4A42025.03 | 42.4 | |
| AHCQ-SAMDetector=H-DETR, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 41.6 | |
| PTQ4SAMModel Variant=SAM2-S, Quantization Precision=W4A42026.05 | 41.5 | |
| PTQ4SAMDetector=H-DETR, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 41.4 | |
| BRECQDetector=DINO, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 41.4 | |
| AHCQ-SAMDetector=H-DETR, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 41.2 | |
| AHCQ-SAMDetector=H-DETR, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 41.1 | |
| QDropDetector=H-DETR, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 41.1 | |
| PTQ4SAMDetector=H-DETR, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 40.9 | |
| QDropModel Variant=SAM2-S, Quantization Precision=W4A42026.05 | 40.7 | |
| BRECQDetector=H-DETR, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 40.6 | |
| AHCQ-SAMDetector=YOLOX, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 40.5 | |
| BRECQDetector=H-DETR, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 40.4 | |
| AHCQ-SAMDetector=H-DETR, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 40.4 | |
| CAR-SAMModel Variant=SAM2-T, Quantization Precision=W4A42026.05 | 40.4 | |
| PTQ4SAMDetector=YOLOX, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 40.3 | |
| AHCQ-SAMDetector=YOLOX, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 40.3 | |
| QDropDetector=H-DETR, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 40.3 | |
| BRECQDetector=DINO, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 40.3 | |
| AHCQ-SAMDetector=DINO, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W4A42025.03 | 40.2 | |
| AHCQ-SAMDetector=YOLOX, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 40.1 | |
| QDropDetector=YOLOX, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 40.1 | |
| PTQ4SAMDetector=YOLOX, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 39.9 | |
| BRECQDetector=YOLOX, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 39.7 | |
| BRECQDetector=YOLOX, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 39.4 | |
| QDropDetector=YOLOX, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 39.4 | |
| AHCQ-SAMDetector=YOLOX, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 39.4 | |
| PTQ4SAMModel Variant=SAM2-L, Quantization Precision=W4A42026.05 | 38.8 | |
| QDropModel Variant=SAM2-T, Quantization Precision=W4A42026.05 | 38.4 | |
| PTQ4SAMModel Variant=SAM2-T, Quantization Precision=W4A42026.05 | 38.4 | |
| CAR-SAMModel Variant=SAM2-L, Quantization Precision=W4A42026.05 | 38.2 | |
| PTQ4SAMDetector=H-DETR, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 38.1 | |
| PTQ4SAMDetector=H-DETR, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 38 | |
| AHCQ-SAMDetector=DINO, SAM Model Variant=SAM-B, Quantization Bit-width (W/A)=W5A52025.03 | 38 | |
| AHCQ-SAMDetector=H-DETR, SAM Model Variant=SAM-B, Quantization Bit-width (W/A)=W6A62025.03 | 37.2 | |
| PTQ4SAMDetector=YOLOX, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 37.1 | |
| PTQ4SAMDetector=YOLOX, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 37.1 | |
| QDropDetector=H-DETR, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 37 | |
| QDropDetector=H-DETR, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 37 | |
| AHCQ-SAMDetector=H-DETR, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W4A42025.03 | 37 | |
| AHCQ-SAMDetector=Faster R-CNN, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 36.4 | |
| PTQ4SAMDetector=Faster R-CNN, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 36.2 | |
| QDropDetector=YOLOX, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 36.2 | |
| AHCQ-SAMDetector=Faster R-CNN, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 36.1 | |
| BRECQDetector=H-DETR, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 36.1 | |
| QDropDetector=Faster R-CNN, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 36 | |
| QDropDetector=YOLOX, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 36 | |
| AHCQ-SAMDetector=YOLOX, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W4A42025.03 | 35.9 | |
| BRECQDetector=Faster R-CNN, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W6A62025.03 | 35.8 | |
| AHCQ-SAMDetector=Faster R-CNN, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 35.7 | |
| AHCQ-SAMDetector=YOLOX, SAM Model Variant=SAM-B, Quantization Bit-width (W/A)=W6A62025.03 | 35.6 | |
| PTQ4SAMDetector=Faster R-CNN, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 35.5 | |
| BRECQDetector=YOLOX, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 35.3 | |
| BRECQDetector=H-DETR, SAM Model Variant=SAM-H, Quantization Bit-width (W/A)=W5A52025.03 | 35.3 | |
| BRECQDetector=Faster R-CNN, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 35.2 | |
| AHCQ-SAMDetector=Faster R-CNN, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W5A52025.03 | 35.1 | |
| PTQ4SAMDetector=DINO, SAM Model Variant=SAM-B, Quantization Bit-width (W/A)=W6A62025.03 | 35.1 | |
| QDropDetector=Faster R-CNN, SAM Model Variant=SAM-L, Quantization Bit-width (W/A)=W6A62025.03 | 35 |