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Base-to-New Generalization on UCF101

95.5Base Accuracy

TC-CLIP

Updated 4d ago

Evaluation Results

Method
TC-CLIP 2024.04	95.5	78	85.9
TC-CLIP 2024.04	95.4	81.6	88
FROSTER 2024.04	95.3	80	87
Open-VCLIP 2024.04	94.8	77.5	85.3
ViFi-CLIP 2024.04	92.9	67.7	78.3
A5 2024.04	90.5	40.4	55.8
ActionCLIP 2024.04	90.1	58.1	70.7
PromptKD + MERGETUNE 2026.01	89.99	82.79	86.24
X-CLIP 2024.04	89.9	58.9	71.2
+DPC 2025.03	88.99	78.13	83.21
2SFSLoRA 2025.03	88.59	76.82	82.28
DroPLe 2025.12	88.16	82.73	85.39
2SFS 2025.03	88.11	82.15	85.03
TAC 2025.12	88.07	81.67	84.75
DeKgTCP 2025.12	88.06	81.77	84.8
TAP 2025.12	87.9	82.43	85.08
2SFSLayerNorm 2025.03	87.85	78.19	82.74
VPT + DePT 2023.09	87.73	75.1	80.93
PromptSRC + DePT 2023.09	87.73	77.7	82.46
CLIP-LoRA 2025.03	87.52	72.74	79.45
SkipT. 2024.12	87.3	82.47	84.81
TCP 2024.12	87.13	80.77	83.83
TCP 2025.03	87.13	80.77	83.83
ProSRC. 2024.12	87.1	78.8	82.74
PSRC 2025.12	87.1	78.8	82.74
PromptSRC 2023.09	87.03	78.07	82.31
MaPLe + DePT 2023.09	86.87	78.1	82.25
MMA 2025.03	86.23	80.03	82.2
CoPro.* 2024.12	86.2	78.7	82.28
KgCoOp + DePT 2023.09	85.8	77.23	81.29
DePT 2024.12	85.8	77.23	81.29
CoCoOp + DePT 2023.09	85.7	72.8	78.73
+DePT 2025.03	85.54	77.29	81.2
CoOp + DePT 2023.09	85.43	72.17	78.24
MaPLe 2023.09	85.3	76.23	80.51
ProSRC 2025.03	85.28	78.13	81.55
CoOp 2024.12	84.69	56.05	67.46
CoOP 2025.03	84.69	56.05	67.46
CoOp 2025.12	84.69	56.05	67.46
VPT 2023.09	84.63	72.9	78.33
ProGrad 2024.12	84.33	74.94	79.35
ProGrad 2025.03	84.33	74.94	79.35
CoOp 2023.09	83.87	69.8	76.19
KgCoOp 2023.09	83.73	75.4	79.35
MaPLe 2024.12	83	78.66	80.77
MaPLe 2025.03	83	78.66	80.77
KgCoOp 2024.12	82.89	76.67	79.65
KgCoOp 2025.03	82.89	76.67	79.65
KgCoOp 2025.12	82.89	76.67	79.65
MMA 2025.03	82.7	81.6	82.15
CoCoOp 2023.09	82.33	72.4	77.05
CoCoOp 2024.12	82.33	73.45	77.64
CoCoOp 2025.03	82.33	73.45	77.64
CLIP 2025.03	79.94	79.66	79.8
Vanilla CLIP 2024.04	78.5	63.6	70.3
CLIP 2025.03	70.53	77.5	73.85
CLIP 2026.01	70.53	77.5	73.85