Camouflaged Object Detection on NC4K (S_alpha, F_m_beta, MAE)
89.3S_alphaFP32
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FP32Backbone=ESCNet, Quantization=FP322026.04 | 89.3 | 86.4 | 94.5 | 88.7 | 2.8 | |
| W8A8Backbone=ESCNet, Quantization=W8A82026.04 | 89.3 | 86.4 | 94.5 | 88.7 | 2.8 | |
| FP32Model=CFRN, Quantization Bits=FP322026.04 | 88.8 | 85 | 94.1 | 88 | 3 | |
| W4A8Backbone=ESCNet, Quantization=W4A82026.04 | 88.8 | 85.8 | 94.1 | 88.3 | 2.9 | |
| NaiveModel=CFRN, Quantization Bits=W8A82026.04 | 88.7 | 85 | 94 | 87.9 | 3 | |
| NaiveModel=CFRN, Quantization Bits=W4A82026.04 | 88.2 | 84.1 | 93.6 | 87.2 | 3.2 | |
| COD-TDQBackbone=ESCNet, Quantization=W4A42026.04 | 88.1 | 84.9 | 93.6 | 87.6 | 3.1 | |
| COD-TDQModel=CFRN, Quantization Bits=W4A42026.04 | 83.7 | 74.7 | 88.4 | 81.7 | 5.2 | |
| IGQBackbone=ESCNet, Quantization=W4A42026.04 | 81.8 | 72.7 | 87.8 | 79 | 5.5 | |
| RepQBackbone=ESCNet, Quantization=W4A42026.04 | 81.8 | 75.1 | 88.3 | 79.1 | 5.2 | |
| PTQ4SBackbone=ESCNet, Quantization=W4A42026.04 | 76.8 | 70.1 | 84.3 | 74.1 | 6.2 | |
| FIMABackbone=ESCNet, Quantization=W4A42026.04 | 74.8 | 66.2 | 82.1 | 71 | 7.8 | |
| PTQ4VBackbone=ESCNet, Quantization=W4A42026.04 | 72.3 | 65.8 | 81.8 | 70 | 8 | |
| RepQ-ViTModel=CFRN, Quantization Bits=W4A42026.04 | 71.8 | 65.1 | 78.3 | 69.1 | 7.2 | |
| NoisyBackbone=ESCNet, Quantization=W4A42026.04 | 71.4 | 65.1 | 80.3 | 68.4 | 9.3 | |
| IGQ-ViTModel=CFRN, Quantization Bits=W4A42026.04 | 71 | 65.1 | 77.6 | 68.8 | 8 | |
| PTQ4SAMModel=CFRN, Quantization Bits=W4A42026.04 | 70.2 | 63.2 | 76.1 | 66 | 8.2 | |
| ARCQuantModel=CFRN, Quantization Bits=W4A42026.04 | 68.3 | 56.9 | 71.1 | 67.4 | 9.7 | |
| FIMA-QModel=CFRN, Quantization Bits=W4A42026.04 | 66.3 | 57.2 | 73.3 | 62.9 | 8.9 | |
| PQBackbone=ESCNet, Quantization=W4A42026.04 | 60.9 | 42.9 | 60.7 | 52.6 | 11.1 | |
| GELUBackbone=ESCNet, Quantization=W4A42026.04 | 58.1 | 37.5 | 56.6 | 46.7 | 11.9 | |
| ORQBackbone=ESCNet, Quantization=W4A42026.04 | 57.6 | 36.8 | 56.2 | 45.9 | 12 | |
| PQ-SAMModel=CFRN, Quantization Bits=W4A42026.04 | 47.4 | 21.1 | 50.8 | 35.1 | 15.4 | |
| PTQ4ViTModel=CFRN, Quantization Bits=W4A42026.04 | 45.6 | 8.1 | 34 | 35.5 | 15.3 | |
| SmoothQuantModel=CFRN, Quantization Bits=W4A42026.04 | 45.2 | 10.8 | 54.3 | 34.2 | 15.7 | |
| NoisyQuantModel=CFRN, Quantization Bits=W4A42026.04 | 45 | 17.3 | 32.4 | 34.1 | 12.4 | |
| post-GELUModel=CFRN, Quantization Bits=W4A42026.04 | 45 | 9.4 | 50.2 | 35.2 | 15.6 | |
| NaiveModel=CFRN, Quantization Bits=W4A42026.04 | 44.3 | 8.9 | 34.4 | 34.8 | 15.1 | |
| AHCPTQModel=CFRN, Quantization Bits=W4A42026.04 | 44.2 | 8.6 | 34 | 34.5 | 15.1 | |
| QuaRTZModel=CFRN, Quantization Bits=W4A42026.04 | 44.1 | 8.4 | 33.7 | 35 | 15.1 | |
| ORQ-ViTModel=CFRN, Quantization Bits=W4A42026.04 | 44 | 8.1 | 33.2 | 34.4 | 15.1 |