Xiaobin Zhao

34 papers C 3Journal 28Unranked 3
YearRankTypeTitle / Venue / Authors
2026 J jnl
BMC Medical Imaging
Shu Zhang, Xiaotong Li, Yanmei Wang, Yuliang Wu, Lin Ai, Liwei Zhang, Xiaobin Zhao
2025 J jnl
IEEE Geosci. Remote. Sens. Lett.
Yan Wang, Bo Yuan, Zhaokui Li, Xiaobin Zhao, Jiaxu Guo, Fan Mo
2025 J jnl
IEEE Trans. Geosci. Remote. Sens.
Tianren Wu, Rundong Zhao, Ming Lv, Zhenhong Jia, Liangliang Li, Minqin Liu, Xiaobin Zhao, Hongbing Ma, Gemine Vivone
2025 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Song Zhao, Yali Lv, Wen Zhang, Lijun Wang, Zhiru Yang, Gaofeng Ren, Bin Wang, Xiaobin Zhao, Tongwei Lu, Jiayao Wang, Wei Li
2025 J jnl
IEEE Trans. Geosci. Remote. Sens.
Zhaokui Li, Fan Mo, Xiaobin Zhao, Cuiwei Liu, Xuewei Gong, Wei Li, Qian Du, Bo Yuan
2025 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Wei Huang, Tianren Wu, Xueyu Zhang, Liangliang Li, Ming Lv, Zhenhong Jia, Xiaobin Zhao, Hongbing Ma, Gemine Vivone
2025 J jnl
IEEE Trans. Neural Networks Learn. Syst.
Zhangxi Xiong, Wei Li, Xiaobin Zhao, Baochang Zhang, Ran Tao, Qian Du
2025 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Xiaobin Zhao, Kaiqi Liu, Xueying Wang, Song Zhao, Kun Gao, Hongyang Lin, Yantao Zong, Wei Li
2024 J jnl
IEEE Trans. Intell. Transp. Syst.
Yujun Jiao, Mingze Miao, Zhishuai Yin, Chunyuan Lei, Xu Zhu, Xiaobin Zhao, Linzhen Nie, Bo Tao
2024 J jnl
Int. J. Appl. Earth Obs. Geoinformation
Yutong Liu, Kun Gao, Hong Wang, Zhijia Yang, Pengyu Wang, Shijing Ji, Yanjun Huang, Zhenyu Zhu, Xiaobin Zhao
2024 J jnl
IEEE Geosci. Remote. Sens. Lett.
Degang Wang, Lina Zhuang, Lianru Gao, Xu Sun, Xiaobin Zhao
2024 C conf
IECON
Zixuan Zhang, Qiang Song, Kailun Wang, Xiaobin Zhao, Biyue Huang, Qingming Xin
2024 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Xiaobin Zhao, Jun Huang, Yunquan Gao, Qingwang Wang
2024 J jnl
Remote. Sens.
Liangliang Li, Yan Shi, Ming Lv, Zhenhong Jia, Minqin Liu, Xiaobin Zhao, Xueyu Zhang, Hongbing Ma
2024 J jnl
IEEE Trans. Geosci. Remote. Sens.
Degang Wang, Lina Zhuang, Lianru Gao, Xu Sun, Xiaobin Zhao, Antonio Plaza
2024 J jnl
IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens.
Qingwang Wang, Zheng Hong, Jiangbo Huang, Xiaobin Zhao, Jian Song, Kai Zeng, Jianwu Shi, Tao Shen
2024 J jnl
Remote. Sens.
Junqi Chen, Lijuan Jia, Jinchuan Zhang, Yilong Feng, Xiaobin Zhao, Ran Tao
2024 J jnl
Remote. Sens.
Liangliang Li, Hongbing Ma, Xueyu Zhang, Xiaobin Zhao, Ming Lv, Zhenhong Jia
2024 J jnl
Remote. Sens.
Xiaodian Zhang, Kun Gao, Junwei Wang, Pengyu Wang, Zibo Hu, Zhijia Yang, Xiaobin Zhao, Wei Li
2023 C conf
iSPEC
Biyue Huang, Qinming Xin, Xiaobin Zhao, Zhiyong Yuan, Huan Li, Junjie Feng
2023 J jnl
Vis. Comput. Ind. Biomed. Art
Jian Pan, Ruijuan Lv, Qun Wang, Xiaobin Zhao, Jiangang Liu, Lin Ai
2023 J jnl
IEEE Trans. Geosci. Remote. Sens.
Xiaobin Zhao, Kaiqi Liu, Kun Gao, Wei Li
2023 J jnl
IEEE Trans. Intell. Veh.
Xiaobin Zhao, Zhishuai Yin, Zhiwei He, Linzhen Nie, Kang Li, Yuanhao Kuang, Chunyuan Lei
2023 J jnl
Int. J. Appl. Earth Obs. Geoinformation
Xiaodian Zhang, Kun Gao, Junwei Wang, Zibo Hu, Hong Wang, Pengyu Wang, Xiaobin Zhao, Wei Li
2022 J jnl
IEEE Trans. Geosci. Remote. Sens.
Xiaobin Zhao, Wei Li, Chunhui Zhao, Ran Tao
2022 J jnl
Intell. Autom. Soft Comput.
Haolin Wang, Lihui Dong, Wei Song, Xiaobin Zhao, Jianxin Xia, Tongmu Liu
2021 conf
CICC
Geng Mu, Dawei Ye, Liangjian Lyu, Xiaobin Zhao, Chuanjin Richard Shi
2021 J jnl
Int. J. Appl. Earth Obs. Geoinformation
Xiaobin Zhao, Zengfu Hou, Xin Wu, Wei Li, Pengge Ma, Ran Tao
2020 J jnl
Remote. Sens.
Xiaobin Zhao, Wei Li, Mengmeng Zhang, Ran Tao, Pengge Ma
2020 C conf
IGARSS
Xiaobin Zhao, Wei Li, Tao Shan, Lu Li, Ran Tao
2017 J jnl
Comput. Informatics
Zan Wang, Xiaobin Zhao, Yuguo Zou, Xue Yu, Zhenhua Wang
2016 J jnl
J. Inf. Hiding Multim. Signal Process.
Lian-Lei Lin, Daming Pei, Xiaobin Zhao, Yan-xi Jia
2015 conf
COMPSAC Workshops
Xiaobin Zhao, Zan Wang, Xiangyu Fan, Zhenhua Wang
2014 conf
IALP
Congjun Long, Yiyong Lan, Xiaobin Zhao
tests/unit/test_smali_normalization.py
← Index tests/unit/test_smali_normalization.py python
"""Unit tests for smali semantic normalization.

Tests the three normalization levels (category, opcode, opcode_api),
opcode categorization, ACFG feature index mapping, and integration
with MinHash computation.
"""
import pytest

pytestmark = [pytest.mark.unit, pytest.mark.apk, pytest.mark.decompile]


class TestCategorizeOpcode:
    """Tests for opcode -> semantic category mapping."""

    def test_arithmetic(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("add-int") == "ALU"
        assert categorize_opcode("mul-long/2addr") == "ALU"
        assert categorize_opcode("neg-int") == "ALU"

    def test_data_movement(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("move-result") == "MOV"
        assert categorize_opcode("const/4") == "CONST"
        assert categorize_opcode("const-string") == "CONST"

    def test_memory_access(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("iget-object") == "LOAD"
        assert categorize_opcode("sput-wide") == "STORE"
        assert categorize_opcode("aget-byte") == "LOAD"

    def test_invocation(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("invoke-virtual") == "CALL"
        assert categorize_opcode("invoke-static") == "CALL"
        assert categorize_opcode("invoke-direct") == "CALL"

    def test_control_flow(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("if-eqz") == "BRANCH"
        assert categorize_opcode("goto") == "JMP"
        assert categorize_opcode("goto/16") == "JMP"
        assert categorize_opcode("return-void") == "RET"

    def test_comparison(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("cmp-long") == "CMP"
        assert categorize_opcode("cmpl-float") == "CMP"
        assert categorize_opcode("cmpg-double") == "CMP"

    def test_conversion(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("int-to-long") == "CONV"
        assert categorize_opcode("float-to-int") == "CONV"

    def test_object_type(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("new-instance") == "ALLOC"
        assert categorize_opcode("check-cast") == "TYPE"
        assert categorize_opcode("instance-of") == "TYPE"

    def test_exception_sync(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("throw") == "EXC"
        assert categorize_opcode("monitor-enter") == "SYNC"

    def test_unknown(self):
        from redb.extractors.decompiler.apk.smali_normalization import categorize_opcode
        assert categorize_opcode("nop") == "OTHER"


class TestNormalizeInstruction:
    """Tests for single instruction normalization at various levels."""

    def test_category_level(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        assert normalize_instruction("add-int v0, v1, v2", "category") == "ALU"
        assert normalize_instruction("invoke-virtual {p0}, Lcom/Foo;->bar()V", "category") == "CALL"
        assert normalize_instruction("return-void", "category") == "RET"

    def test_opcode_level_strips_width(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        # Width variants collapse to same base
        assert normalize_instruction("add-int v0, v1, v2", "opcode") == "add"
        assert normalize_instruction("add-long v0, v2, v4", "opcode") == "add"
        assert normalize_instruction("add-float v0, v1, v2", "opcode") == "add"
        # Addressing modes collapse too
        assert normalize_instruction("add-int/2addr v0, v1", "opcode") == "add"

    def test_opcode_api_invoke(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "invoke-virtual {p0, v0}, Lcom/example/Foo;->bar(I)V"
        )
        assert result == "CALL Lcom/example/Foo;->bar(I)V"

    def test_opcode_api_invoke_no_ref(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        # If somehow no method ref is found, fallback to CALL
        assert normalize_instruction("invoke-virtual {v0}") == "CALL"

    def test_opcode_api_field_load(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "iget-object v0, p0, Lcom/Foo;->mField:Ljava/lang/String;"
        )
        assert result == "LOAD Lcom/Foo;->mField:Ljava/lang/String;"

    def test_opcode_api_field_store(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "iput-object v0, p0, Lcom/Foo;->mField:Ljava/lang/String;"
        )
        assert result == "STORE Lcom/Foo;->mField:Ljava/lang/String;"

    def test_opcode_api_androguard_field_format(self):
        """androguard uses space instead of colon in field references."""
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "iget-object v0, p0, Lcom/Foo;->mField Ljava/lang/String;"
        )
        assert result.startswith("LOAD")
        assert "Lcom/Foo;->mField" in result

    def test_opcode_api_new_instance(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            "new-instance v0, Lcom/example/MyClass;"
        )
        assert result == "ALLOC Lcom/example/MyClass;"

    def test_opcode_api_const_string(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            'const-string v0, "hello world"'
        )
        assert result == 'CONST_STR "hello world"'

    def test_opcode_api_const_string_jumbo(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        result = normalize_instruction(
            'const-string/jumbo v0, "large string"'
        )
        assert result == 'CONST_STR "large string"'

    def test_opcode_api_fallback_to_category(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        # Non-special instructions fall back to category
        assert normalize_instruction("add-int v0, v1, v2") == "ALU"
        assert normalize_instruction("return-void") == "RET"
        assert normalize_instruction("nop") == "OTHER"

    def test_empty_input(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_instruction
        assert normalize_instruction("") == ""
        assert normalize_instruction("   ") == ""


class TestNormalizeMethodBody:
    """Tests for full method body normalization."""

    def test_filters_directives_labels_comments(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_method_body
        body = """\
.locals 2
# comment
:label_0
add-int v0, v1, v2
.line 42
invoke-virtual {p0}, Lcom/Foo;->bar()V
return-void
"""
        result = normalize_method_body(body, "category")
        assert result == ["ALU", "CALL", "RET"]

    def test_opcode_api_preserves_api_refs(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_method_body
        body = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Lcom/Foo;->setX(I)V
iget-object v1, p0, Lcom/Foo;->name:Ljava/lang/String;
return-void
"""
        result = normalize_method_body(body, "opcode_api")
        assert result[0] == "CONST"
        assert result[1] == "CALL Lcom/Foo;->setX(I)V"
        assert result[2] == "LOAD Lcom/Foo;->name:Ljava/lang/String;"
        assert result[3] == "RET"

    def test_empty_body(self):
        from redb.extractors.decompiler.apk.smali_normalization import normalize_method_body
        assert normalize_method_body("") == []
        assert normalize_method_body("\n\n") == []


class TestNormalizationWithMinHash:
    """Integration tests: normalization + MinHash computation."""

    def test_minhash_returns_signature(self):
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        body = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Lcom/Foo;->bar(I)V
iget-object v1, p0, Lcom/Foo;->name:Ljava/lang/String;
add-int v2, v0, v1
return-void
"""
        sig = compute_minhash(body)
        assert sig is not None
        assert len(sig) == 64
        assert all(0 <= v < 256 for v in sig)

    def test_minhash_register_invariance(self):
        """Same operations with different registers should produce identical signatures."""
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        body_a = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Lcom/Foo;->bar(I)V
iget-object v1, p0, Lcom/Foo;->name:Ljava/lang/String;
add-int v2, v0, v1
return-void
"""
        body_b = """\
const/4 v3, 0x0
invoke-virtual {p1, v3}, Lcom/Foo;->bar(I)V
iget-object v4, p1, Lcom/Foo;->name:Ljava/lang/String;
add-int v5, v3, v4
return-void
"""
        sig_a = compute_minhash(body_a)
        sig_b = compute_minhash(body_b)
        assert sig_a == sig_b

    def test_minhash_width_invariance(self):
        """Width variants of same operations should produce identical signatures."""
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        body_int = """\
add-int v0, v1, v2
sub-int v3, v0, v1
mul-int v4, v0, v3
return v4
"""
        body_long = """\
add-long v0, v2, v4
sub-long v6, v0, v2
mul-long v8, v0, v6
return-wide v8
"""
        sig_int = compute_minhash(body_int)
        sig_long = compute_minhash(body_long)
        # Both normalize to ALU, ALU, ALU, RET -> identical
        assert sig_int == sig_long

    def test_minhash_different_apis_differ(self):
        """Methods calling different APIs should produce different signatures."""
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        body_a = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Lcom/crypto/AES;->encrypt([B)[B
invoke-virtual {v0}, Ljava/io/OutputStream;->write([B)V
return-void
"""
        body_b = """\
const/4 v0, 0x0
invoke-virtual {p0, v0}, Ljava/lang/String;->length()I
invoke-virtual {v0}, Ljava/io/PrintStream;->println(I)V
return-void
"""
        sig_a = compute_minhash(body_a)
        sig_b = compute_minhash(body_b)
        assert sig_a != sig_b

    def test_minhash_too_few_instructions(self):
        from redb.extractors.decompiler.apk.method_extractor import compute_minhash
        assert compute_minhash("return-void\nnop") is None


class TestACFGBlockFeatures:
    """Tests for per-block ACFG feature extraction via smali_cfg."""

    def test_simple_linear_method(self):
        from redb.extractors.decompiler.apk.smali_cfg import compute_cfg_metrics
        body = """\
add-int v0, v1, v2
invoke-virtual {p0}, Lcom/Foo;->bar()V
return-void
"""
        metrics = compute_cfg_metrics(body)
        assert metrics.block_count >= 1
        assert len(metrics.block_features) == metrics.block_count
        # Each feature vector has 8 elements
        for feat in metrics.block_features:
            assert len(feat) == 8

    def test_branching_method_has_multiple_blocks(self):
        from redb.extractors.decompiler.apk.smali_cfg import compute_cfg_metrics
        body = """\
const/4 v0, 0x0
if-eqz v0, :cond_0
invoke-virtual {p0}, Lcom/Foo;->a()V
goto :goto_0
:cond_0
invoke-virtual {p0}, Lcom/Foo;->b()V
:goto_0
return-void
"""
        metrics = compute_cfg_metrics(body)
        assert metrics.block_count >= 3
        assert len(metrics.block_features) == metrics.block_count

    def test_feature_vector_arithmetic_count(self):
        from redb.extractors.decompiler.apk.smali_cfg import compute_cfg_metrics
        body = """\
add-int v0, v1, v2
sub-int v3, v0, v1
mul-int v4, v0, v3
return v4
"""
        metrics = compute_cfg_metrics(body)
        assert len(metrics.block_features) == 1
        feat = metrics.block_features[0]
        # feat[0] = instr_count (4), feat[1] = arithmetic (3)
        assert feat[0] == 4
        assert feat[1] >= 3  # 3 ALU ops

    def test_feature_vector_call_count(self):
        from redb.extractors.decompiler.apk.smali_cfg import compute_cfg_metrics
        body = """\
invoke-virtual {p0}, Lcom/A;->a()V
invoke-static {v0}, Lcom/B;->b()V
return-void
"""
        metrics = compute_cfg_metrics(body)
        feat = metrics.block_features[0]
        # feat[4] = call count
        assert feat[4] == 2